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117          <a class="nav-link " href="/publication"><span>Publications</span></a>
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132          <a class="nav-link " href="/files/Patrick_T_Komiske_III_Resume.pdf"><span>Resume</span></a>
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135          <a class="nav-link " href="/files/Patrick_T_Komiske_III_CV.pdf"><span>CV</span></a>
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153      <div class="portrait-title">
154        <h2></h2>
155        <h3>PhD Candidate in Physics</h3>
156        <h3>
157          <span>Center for Theoretical Physics</span>
158        </h3>
159        <h3>
160          <span>Massachusetts Institute of Technology</span>
161        </h3>
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174        <li>
175          <a href="https://inspirehep.net/authors/1653401" target="_blank" rel="noopener">
176            <i class="ai ai-inspire big-icon"></i>
177          </a>
178        </li>
179        <li>
180          <a href="https://scholar.google.com/citations?user=0LrxfokAAAAJ&amp;hl=en&amp;oi=sra" target="_blank" rel="noopener">
181            <i class="ai ai-google-scholar big-icon"></i>
182          </a>
183        </li>
184        <li>
185          <a href="https://arxiv.org/search/?searchtype=author&amp;query=Komiske%2C&#43;P" target="_blank" rel="noopener">
186            <i class="ai ai-arxiv big-icon"></i>
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190          <a href="https://www.linkedin.com/in/pkomiske/" target="_blank" rel="noopener">
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195          <a href="https://orcid.org/0000-0002-2983-9518" target="_blank" rel="noopener">
196            <i class="ai ai-orcid big-icon"></i>
197          </a>
198        </li>
199      </ul>
200    </div>
201  </div>
202  <div class="col-12 col-lg-8">
203    <h1>About Me</h1>
204    <p>
204I am a PhD candidate in the
205<a href="http://www-ctp.mit.edu/" target="_blank" rel="noopener">Center for Theoretical Physics</a> at MIT. I am interested in using the tools of quantum field theory and machine learning to study fundamental particle physics.</p>
206<p>Much of my research focuses on physics relevant at the Large Hadron Collider, including jet physics, QCD, and new physics searches. My collaborators and I have developed several novel tools and algorithms for use at the LHC, some of which are highlighted on this page.</p>
207    <div class="row">
208      <div class="col-md-5">
209        <h3>Interests</h3>
210        <ul class="ul-interests">
211            <li>
212              Particle Physics
213              <ul>
214                <li>Quantum Field Theory</li>
215                <li>Collider Physics</li>
216                <li>Jets and QCD</li>
217              </ul>
218            </li>
219            <li>
220              Data Science
221              <ul>
222                <li>Machine Learning</li>
223                <li>Optimal Transport</li>
224              </ul>
225            </li>
226            <li>
227              <a href="#projects">Algorithms/Software</a>
228              <ul>
229              </ul>
230            </li>
231        </ul>
232      </div>
233      <div class="col-md-7">
234        <h3>Education</h3>
235        <ul class="ul-edu fa-ul">
236          <li>
237            <i class="fa-li fas fa-university"></i>
238            <div class="description">
239              <p class="course">PhD Candidate in Physics, 2016-</p>
240              <p class="institution">Massachusetts Institute of Technology<br>Advisor: <a href="http://jthaler.net/">Jesse Thaler</a><br></p>
241            </div>
242          </li>
243          <li>
244            <i class="fa-li fas fa-university"></i>
245            <div class="description">
246              <p class="course">AM in Physics, 2016</p>
247              <p class="institution">Harvard University</p>
248            </div>
249          </li>
250          <li>
251            <i class="fa-li fas fa-university"></i>
252            <div class="description">
253              <p class="course">AB in Physics and Mathematics, 2016</p>
254              <p class="institution">Harvard University<br><i>summa cum laude</i>, Highest Honors<br>Seconday field in computer science</p>
255            </div>
256          </li>
257        </ul>
258      </div>
259    </div>
260  </div>
261</div>
262    </div>
263  </section>
264  <section id="publications" class="home-section wg-pages   bg-image parallax " style="background-image: linear-gradient(rgba(0, 0, 0, 0.65), rgba(0, 0, 0, 0.65)), url(&#39;https://pkomiske.com/img/QG_256_plain.jpg&#39;);" >
265    <div class="container">
266<div class="row">
267  <div class="col-12 col-lg-4 section-heading">
268    <h1>Publications</h1>
269  </div>
270  <div class="col-12 col-lg-8">
271    <p>My primary publications are listed below with quick descriptions. Click on a title to get more detailed information about a paper including the abstract and selected figures. Publications can be searched or filtered
272<a href="publication">here</a>. Note that authorship is alphabetical in high-energy physics.</p>
273<p>The background image is a visualization an
274<a href="publication/efns">Energy Flow Network</a> used to classify quark and gluon jets. The sizes and locations of the rings highlight the singularity structure of QCD.</p>
275    <br>
276<div class="card-simple">
277  <h3 class="article-title mb-1 mt-3">
278    <a href="/publication/hiddengeometry/">The Hidden Geometry of Particle Collisions</a>
279  </h3>
280<div class="article-metadata">
281  <div>
282  <span>Patrick T. Komiske</span>, <span>Eric M. Metodiev</span>, <span>Jesse Thaler</span>
283  </div>
284  <span class="article-date">
285    April 2020
286  </span>
287  <span class="middot-divider"></span>
288  <span class="pub-publication">
289      <em>Journal of High Energy Physics</em> <strong>07</strong> (2020) 006
290  </span>
291</div>
292  <div class="article-style">
293    <p>We unify many concepts in collider physics, including infrared and collinear safety, observables, jet finding, pileup mitigation and more, using a geometric language based on the Energy Mover&rsquo;s Distance. Along the way, we develop new techniques grounded in this geometry, including extensions of observables, new jet-finding algorithms, novel pileup mitigation based on Apollonius diagrams, and a concrete notion of &ldquo;theory space.&rdquo;</p>
294  </div>
295  <div class="btn-links">
296<a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="/publication/hiddengeometry/hiddengeometry.pdf" target="_blank" rel="noopener">
297  <i class="fas fa-file-pdf mr-1"></i>
298  PDF
299</a>
300  <a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="https://arxiv.org/abs/2004.04159" target="_blank" rel="noopener">
301    <i class="ai ai-arxiv mr-1"></i>
302    arXiv
303  </a>
304  <a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="https://inspirehep.net/literature/1790702" target="_blank" rel="noopener">
305    <i class="ai ai-inspire mr-1"></i>
306    iNSPIRE
307  </a>
308<a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="https://doi.org/10.1007/JHEP07%282020%29006" target="_blank" rel="noopener">
309  <i class="fas fa-link mr-1"></i>
310  DOI
311</a>
312<button type="button" class="btn btn-outline-primary my-1 mr-1 btn-sm js-cite-modal"
313        data-filename="/publication/hiddengeometry/cite.bib">
314  <i class="fas fa-file-export mr-1"></i>
315  Cite
316</button>
317  </div>
318</div>
319<div class="card-simple">
320  <h3 class="article-title mb-1 mt-3">
321    <a href="/publication/omnifold/">OmniFold: A Method to Simultaneously Unfold All Observables</a>
322  </h3>
323<div class="article-metadata">
324  <div>
325  <span>Anders Andreassen</span>, <span>Patrick T. Komiske</span>, <span>Eric M. Metodiev</span>, <span>Benjamin Nachman</span>, <span>Jesse Thaler</span>
326  </div>
327  <span class="article-date">
328    November 2019
329  </span>
330  <span class="middot-divider"></span>
331  <span class="pub-publication">
332      <em>Phys. Rev. Lett.</em> <strong>124</strong> (2020) 182001
333  </span>
334</div>
335  <div class="article-style">
336    <p>We develop OmniFold, an ML-based unfolding technique that can incorporate full-phase-space information, works without binning, and can avoid choosing specific observables.</p>
337  </div>
338  <div class="btn-links">
339<a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="/publication/omnifold/omnifold.pdf" target="_blank" rel="noopener">
340  <i class="fas fa-file-pdf mr-1"></i>
341  PDF
342</a>
343  <a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="https://arxiv.org/abs/1911.09107" target="_blank" rel="noopener">
344    <i class="ai ai-arxiv mr-1"></i>
345    arXiv
346  </a>
347  <a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="https://inspirehep.net/literature/1766424" target="_blank" rel="noopener">
348    <i class="ai ai-inspire mr-1"></i>
349    iNSPIRE
350  </a>
351  <a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="https://doi.org/10.5281/zenodo.3548091" target="_blank" rel="noopener">
352    <i class="fas fa-database mr-1"></i>
353    Datasets
354  </a>
355  <a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="https://github.com/ericmetodiev/OmniFold" target="_blank" rel="noopener">
356    <i class="fab fa-github mr-1"></i>
357    GitHub
358  </a>
359<a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="https://doi.org/10.1103/PhysRevLett.124.182001" target="_blank" rel="noopener">
360  <i class="fas fa-link mr-1"></i>
361  DOI
362</a>
363<button type="button" class="btn btn-outline-primary my-1 mr-1 btn-sm js-cite-modal"
364        data-filename="/publication/omnifold/cite.bib">
365  <i class="fas fa-file-export mr-1"></i>
366  Cite
367</button>
368  </div>
369</div>
370<div class="card-simple">
371  <h3 class="article-title mb-1 mt-3">
372    <a href="/publication/cutmultcorr/">Cutting Multiparticle Correlators Down to Size</a>
373  </h3>
374<div class="article-metadata">
375  <div>
376  <span>Patrick T. Komiske</span>, <span>Eric M. Metodiev</span>, <span>Jesse Thaler</span>
377  </div>
378  <span class="article-date">
379    November 2019
380  </span>
381  <span class="middot-divider"></span>
382  <span class="pub-publication">
383      <em>Phys. Rev.</em> <strong>D101</strong> (2020) 036019
384  </span>
385</div>
386  <div class="article-style">
387    <p>We show that a broad class of mathematical objects, multiparticle correlators, can be manipulated by &ldquo;cutting&rdquo; the vertices and edges of their graphical representation, leading to many identities, computational speedups, and surprising connections to string theory.</p>
388  </div>
389  <div class="btn-links">
390<a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="/publication/cutmultcorr/cutmultcorr.pdf" target="_blank" rel="noopener">
391  <i class="fas fa-file-pdf mr-1"></i>
392  PDF
393</a>
394  <a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="https://arxiv.org/abs/1911.04491" target="_blank" rel="noopener">
395    <i class="ai ai-arxiv mr-1"></i>
396    arXiv
397  </a>
398  <a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="https://inspirehep.net/literature/1764343" target="_blank" rel="noopener">
399    <i class="ai ai-inspire mr-1"></i>
400    iNSPIRE
401  </a>
402  <a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="https://github.com/pkomiske/EnergyFlow/blob/master/energyflow/efm.py" target="_blank" rel="noopener">
403    <i class="fab fa-github mr-1"></i>
404    GitHub
405  </a>
406  <a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="https://energyflow.network/docs/efm/" target="_blank" rel="noopener">
407    <i class="fas fa-file-alt mr-1"></i>
408    Docs
409  </a>
410<a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="https://doi.org/10.1103/PhysRevD.101.036019" target="_blank" rel="noopener">
411  <i class="fas fa-link mr-1"></i>
412  DOI
413</a>
414<button type="button" class="btn btn-outline-primary my-1 mr-1 btn-sm js-cite-modal"
415        data-filename="/publication/cutmultcorr/cite.bib">
416  <i class="fas fa-file-export mr-1"></i>
417  Cite
418</button>
419  </div>
420</div>
421<div class="card-simple">
422  <h3 class="article-title mb-1 mt-3">
423    <a href="/publication/cmsodemd/">Exploring the Space of Jets with CMS Open Data</a>
424  </h3>
425<div class="article-metadata">
426  <div>
427  <span>Patrick T. Komiske</span>, <span>Radha Mastandrea</span>, <span>Eric M. Metodiev</span>, <span>Preksha Naik</span>, <span>Jesse Thaler</span>
428  </div>
429  <span class="article-date">
430    August 2019
431  </span>
432  <span class="middot-divider"></span>
433  <span class="pub-publication">
434      <em>Phys. Rev.</em> <strong>D101</strong> (2020) 034009
435  </span>
436</div>
437  <div class="article-style">
438    <p>We explore the <a href="http://doi.org/10.7483/OPENDATA.CMS.UP77.P6PQ">CMS 2011A Jet Primary Dataset</a> using standard jet substructure observables as well as the Energy Mover&rsquo;s Distance. Our reprocessed datasets and analysis code are made public to facilitate future Open Data studies.</p>
439  </div>
440  <div class="btn-links">
441<a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="/publication/cmsodemd/cmsodemd.pdf" target="_blank" rel="noopener">
442  <i class="fas fa-file-pdf mr-1"></i>
443  PDF
444</a>
445  <a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="https://arxiv.org/abs/1908.08542" target="_blank" rel="noopener">
446    <i class="ai ai-arxiv mr-1"></i>
447    arXiv
448  </a>
449  <a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="https://inspirehep.net/literature/1750786" target="_blank" rel="noopener">
450    <i class="ai ai-inspire mr-1"></i>
451    iNSPIRE
452  </a>
453  <a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="https://doi.org/10.5281/zenodo.3340205" target="_blank" rel="noopener">
454    <i class="fas fa-database mr-1"></i>
455    Datasets
456  </a>
457  <a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="https://github.com/pkomiske/MOD" target="_blank" rel="noopener">
458    <i class="fab fa-github mr-1"></i>
459    GitHub
460  </a>
461  <a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="https://energyflow.network/docs/datasets/" target="_blank" rel="noopener">
462    <i class="fas fa-file-alt mr-1"></i>
463    Docs
464  </a>
465<a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="https://doi.org/10.1103/PhysRevD.101.034009" target="_blank" rel="noopener">
466  <i class="fas fa-link mr-1"></i>
467  DOI
468</a>
469<button type="button" class="btn btn-outline-primary my-1 mr-1 btn-sm js-cite-modal"
470        data-filename="/publication/cmsodemd/cite.bib">
471  <i class="fas fa-file-export mr-1"></i>
472  Cite
473</button>
474  </div>
475</div>
476<div class="card-simple">
477  <h3 class="article-title mb-1 mt-3">
478    <a href="/publication/topcompare/">The Machine Learning Landscape of Top Taggers</a>
479  </h3>
480<div class="article-metadata">
481  <div>
482  <span>Gregor Kasieczka (ed)</span>, <span>Tilman Plehn (ed)</span>, <span>et al.</span>
483  </div>
484  <span class="article-date">
485    February 2019
486  </span>
487  <span class="middot-divider"></span>
488  <span class="pub-publication">
489      <em>SciPost Physics</em> <strong>
4897</strong> (2019) 014
490  </span>
491</div>
492  <div class="article-style">
493    <p>A community report on a variety of ML top taggers to which we contributed a PFN, EFN, and EFP model.</p>
494  </div>
495  <div class="btn-links">
496<a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="/publication/topcompare/topcompare.pdf" target="_blank" rel="noopener">
497  <i class="fas fa-file-pdf mr-1"></i>
498  PDF
499</a>
500  <a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="https://arxiv.org/abs/1902.09914" target="_blank" rel="noopener">
501    <i class="ai ai-arxiv mr-1"></i>
502    arXiv
503  </a>
504  <a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="https://inspirehep.net/literature/1722059" target="_blank" rel="noopener">
505    <i class="ai ai-inspire mr-1"></i>
506    iNSPIRE
507  </a>
508<a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="https://doi.org/10.21468/SciPostPhys.7.1.014" target="_blank" rel="noopener">
509  <i class="fas fa-link mr-1"></i>
510  DOI
511</a>
512<button type="button" class="btn btn-outline-primary my-1 mr-1 btn-sm js-cite-modal"
513        data-filename="/publication/topcompare/cite.bib">
514  <i class="fas fa-file-export mr-1"></i>
515  Cite
516</button>
517  </div>
518</div>
519<div class="card-simple">
520  <h3 class="article-title mb-1 mt-3">
521    <a href="/publication/emd/">The Metric Space of Collider Events</a>
522  </h3>
523<div class="article-metadata">
524  <div>
525  <span>Patrick T. Komiske</span>, <span>Eric M. Metodiev</span>, <span>Jesse Thaler</span>
526  </div>
527  <span class="article-date">
528    February 2019
529  </span>
530  <span class="middot-divider"></span>
531  <span class="pub-publication">
532      <em>Phys. Rev. Lett.</em> <strong>123</strong> (2019) 041801
533  </span>
534</div>
535  <div class="article-style">
536    <p>We develop a metric, the Energy Mover&rsquo;s Distance (EMD), on the space of events that, intuitively, is the amount of &ldquo;work&rdquo; required to rearrange one event into another. Many techniques that require a pairwise distance between objects can now be applied to collider events, including quantifying event distortion, classification based on density estimation, and studying the space of events itself.</p>
537  </div>
538  <div class="btn-links">
539<a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="/publication/emd/emd.pdf" target="_blank" rel="noopener">
540  <i class="fas fa-file-pdf mr-1"></i>
541  PDF
542</a>
543  <a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="https://arxiv.org/abs/1902.02346" target="_blank" rel="noopener">
544    <i class="ai ai-arxiv mr-1"></i>
545    arXiv
546  </a>
547  <a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="https://inspirehep.net/literature/1718881" target="_blank" rel="noopener">
548    <i class="ai ai-inspire mr-1"></i>
549    iNSPIRE
550  </a>
551  <a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="https://github.com/pkomiske/EnergyFlow/blob/master/energyflow/emd.py" target="_blank" rel="noopener">
552    <i class="fab fa-github mr-1"></i>
553    GitHub
554  </a>
555  <a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="https://energyflow.network/docs/emd/" target="_blank" rel="noopener">
556    <i class="fas fa-file-alt mr-1"></i>
557    Docs
558  </a>
559<a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="https://doi.org/10.1103/PhysRevLett.123.041801" target="_blank" rel="noopener">
560  <i class="fas fa-link mr-1"></i>
561  DOI
562</a>
563<button type="button" class="btn btn-outline-primary my-1 mr-1 btn-sm js-cite-modal"
564        data-filename="/publication/emd/cite.bib">
565  <i class="fas fa-file-export mr-1"></i>
566  Cite
567</button>
568  </div>
569</div>
570<div class="card-simple">
571  <h3 class="article-title mb-1 mt-3">
572    <a href="/publication/efns/">Energy Flow Networks: Deep Sets for Particle Jets</a>
573  </h3>
574<div class="article-metadata">
575  <div>
576  <span>Patrick T. Komiske</span>, <span>Eric M. Metodiev</span>, <span>Jesse Thaler</span>
577  </div>
578  <span class="article-date">
579    October 2018
580  </span>
581  <span class="middot-divider"></span>
582  <span class="pub-publication">
583      <em>Journal of High Energy Physics</em> <strong>01</strong> (2019) 121
584  </span>
585</div>
586  <div class="article-style">
587    <p>We adapt and specialize the Deep Sets neural network architecture for use with collider events, since the particles in an event naturally form a variable length, unordered set of objects. Our resulting Energy Flow Networks (EFNs) and Particle Flow Networks (PFNs) are incredibly powerful and simple architectures for use in collider physics.</p>
588  </div>
589  <div class="btn-links">
590<a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="/publication/efns/efns.pdf" target="_blank" rel="noopener">
591  <i class="fas fa-file-pdf mr-1"></i>
592  PDF
593</a>
594  <a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="https://arxiv.org/abs/1810.05165" target="_blank" rel="noopener">
595    <i class="ai ai-arxiv mr-1"></i>
596    arXiv
597  </a>
598  <a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="https://inspirehep.net/literature/1698236" target="_blank" rel="noopener">
599    <i class="ai ai-inspire mr-1"></i>
600    iNSPIRE
601  </a>
602  <a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="https://doi.org/10.5281/zenodo.3164691" target="_blank" rel="noopener">
603    <i class="fas fa-database mr-1"></i>
604    Datasets
605  </a>
606  <a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="https://github.com/pkomiske/EnergyFlow/blob/master/energyflow/archs/efn.py" target="_blank" rel="noopener">
607    <i class="fab fa-github mr-1"></i>
608    GitHub
609  </a>
610  <a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="https://energyflow.network/docs/archs/" target="_blank" rel="noopener">
611    <i class="fas fa-file-alt mr-1"></i>
612    Docs
613  </a>
614<a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="https://doi.org/10.1007/JHEP01%282019%29121" target="_blank" rel="noopener">
615  <i class="fas fa-link mr-1"></i>
616  DOI
617</a>
618<button type="button" class="btn btn-outline-primary my-1 mr-1 btn-sm js-cite-modal"
619        data-filename="/publication/efns/cite.bib">
620  <i class="fas fa-file-export mr-1"></i>
621  Cite
622</button>
623  </div>
624</div>
625<div class="card-simple">
626  <h3 class="article-title mb-1 mt-3">
627    <a href="/publication/operationalqgdef/">An operational definition of quark and gluon jets</a>
628  </h3>
629<div class="article-metadata">
630  <div>
631  <span>Patrick T. Komiske</span>, <span>Eric M. Metodiev</span>, <span>Jesse Thaler</span>
632  </div>
633  <span class="article-date">
634    September 2018
635  </span>
636  <span class="middot-divider"></span>
637  <span class="pub-publication">
638      <em>Journal of High Energy Physics</em> <strong>11</strong> (2018) 059
639  </span>
640</div>
641  <div class="article-style">
642    <p>We develop a precise, practical, hadron-level definition of quark and gluon jets based on topic modeling of two mixed samples of jets. This allows for data-driven extractions of separate quark- and gluon-jet cross sections, among other things.</p>
643  </div>
644  <div class="btn-links">
645<a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="/publication/operationalqgdef/operationalqgdef.pdf" target="_blank" rel="noopener">
646  <i class="fas fa-file-pdf mr-1"></i>
647  PDF
648</a>
649  <a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="https://arxiv.org/abs/1809.01140" target="_blank" rel="noopener">
650    <i class="ai ai-arxiv mr-1"></i>
651    arXiv
652  </a>
653  <a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="https://inspirehep.net/literature/1692770" target="_blank" rel="noopener">
654    <i class="ai ai-inspire mr-1"></i>
655    iNSPIRE
656  </a>
657<a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="https://doi.org/10.1007/JHEP11%282018%29059" target="_blank" rel="noopener">
658  <i class="fas fa-link mr-1"></i>
659  DOI
660</a>
661<button type="button" class="btn btn-outline-primary my-1 mr-1 btn-sm js-cite-modal"
662        data-filename="/publication/operationalqgdef/cite.bib">
663  <i class="fas fa-file-export mr-1"></i>
664  Cite
665</button>
666  </div>
667</div>
668<div class="card-simple">
669  <h3 class="article-title mb-1 mt-3">
670    <a href="/publication/learntoclassify/">Learning to classify from impure samples with high-dimensional data</a>
671  </h3>
672<div class="article-metadata">
673  <div>
674  <span>Patrick T. Komiske</span>, <span>Eric M. Metodiev</span>, <span>Benjamin Nachman</span>, <span>Matthew D. Schwartz</span>
675  </div>
676  <span class="article-date">
677    January 2018
678  </span>
679  <span class="middot-divider"></span>
680  <span class="pub-publication">
681      <em>Phys. Rev.</em> <strong>D98</strong> (2018) 011502
682  </span>
683</div>
684  <div class="article-style">
685    <p>We study two methods of weakly supervised training in the context of jet classification, extending them to deep neural network architectures. We find that the Classification Without Labels (CWoLa) paradigm outperforms Learning from Label Proportions (LLP).</p>
686  </div>
687  <div class="btn-links">
688<a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="/publication/learntoclassify/learntoclassify.pdf" target="_blank" rel="noopener">
689  <i class="fas fa-file-pdf mr-1"></i>
690  PDF
691</a>
692  <a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="https://arxiv.org/abs/1801.10158" target="_blank" rel="noopener">
693    <i class="ai ai-arxiv mr-1"></i>
694    arXiv
695  </a>
696  <a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="https://inspirehep.net/literature/1651455" target="_blank" rel="noopener">
697    <i class="ai ai-inspire mr-1"></i>
698    iNSPIRE
699  </a>
700<a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="https://doi.org/10.1103/PhysRevD.98.011502" target="_blank" rel="noopener">
701  <i class="fas fa-link mr-1"></i>
702  DOI
703</a>
704<button type="button" class="btn btn-outline-primary my-1 mr-1 btn-sm js-cite-modal"
705        data-filename="/publication/learntoclassify/cite.bib">
706  <i class="fas fa-file-export mr-1"></i>
707  Cite
708</button>
709  </div>
710</div>
711<div class="card-simple">
712  <h3 class="article-title mb-1 mt-3">
713    <a href="/publication/efps/">Energy Flow Polynomials: A complete linear basis for jet substructure</a>
714  </h3>
715<div class="article-metadata">
716  <div>
717  <span>Patrick T. Komiske</span>, <span>Eric M. Metodiev</span>, <span>Jesse Thaler</span>
718  </div>
719  <span class="article-date">
720    December 2017
721  </span>
722  <span class="middot-divider"></span>
723  <span class="pub-publication">
724      <em>Journal of High Energy Physics</em> <strong>04</strong> (2018) 013
725  </span>
726</div>
727  <div class="article-style">
728    <p>We develop the Energy Flow Polynomials (EFPs), a set of IRC-safe observables that form an (over)complete basis for any IRC-safe observable. This supports the sufficiency of linear methods for tasks such as classifying different jets, and indeed we find that a linear classifier using EFPs performs surprisingly well on a variety of jet discrimination tasks.</p>
729  </div>
730  <div class="btn-links">
731<a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="/publication/efps/efps.pdf" target="_blank" rel="noopener">
732  <i class="fas fa-file-pdf mr-1"></i>
733  PDF
734</a>
735  <a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="https://arxiv.org/abs/1712.07124" target="_blank" rel="noopener">
736    <i class="ai ai-arxiv mr-1"></i>
737    arXiv
738  </a>
739  <a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="https://inspirehep.net/literature/1644358" target="_blank" rel="noopener">
740    <i class="ai ai-inspire mr-1"></i>
741    iNSPIRE
742  </a>
743  <a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="https://github.com/pkomiske/EnergyFlow/blob/master/energyflow/efp.py" target="_blank" rel="noopener">
744    <i class="fab fa-github mr-1"></i>
745    GitHub
746  </a>
747  <a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="https://energyflow.network/docs/efp/" target="_blank" rel="noopener">
748    <i class="fas fa-file-alt mr-1"></i>
749    Docs
750  </a>
751<a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="https://doi.org/10.1007/JHEP04%282018%29013" target="_blank" rel="noopener">
752  <i class="fas fa-link mr-1"></i>
753  DOI
754</a>
755<button type="button" class="btn btn-outline-primary my-1 mr-1 btn-sm js-cite-modal"
756        data-filename="/publication/efps/cite.bib">
757  <i class="fas fa-file-export mr-1"></i>
758  Cite
759</button>
760  </div>
761</div>
762<div class="card-simple">
763  <h3 class="article-title mb-1 mt-3">
764    <a href="/publication/pumml/">
764Pileup Mitigation with Machine Learning (PUMML)</a>
765  </h3>
766<div class="article-metadata">
767  <div>
768  <span>Patrick T. Komiske</span>, <span>Eric M. Metodiev</span>, <span>Benjamin Nachman</span>, <span>Matthew D. Schwartz</span>
769  </div>
770  <span class="article-date">
771    July 2017
772  </span>
773  <span class="middot-divider"></span>
774  <span class="pub-publication">
775      <em>Journal of High Energy Physics</em> <strong>12</strong> (2017) 051
776  </span>
777</div>
778  <div class="article-style">
779    <p>We develop the PUMML framework for mitigating the contamination from extra protons colliding at the LHC using machine learning. We demonstrate that a convolutional neural network can clean up such contamination at least as well as existing methods, with improvements in robustness across a wide variety of pileup levels.</p>
780  </div>
781  <div class="btn-links">
782<a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="/publication/pumml/pumml.pdf" target="_blank" rel="noopener">
783  <i class="fas fa-file-pdf mr-1"></i>
784  PDF
785</a>
786  <a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="https://arxiv.org/abs/1707.08600" target="_blank" rel="noopener">
787    <i class="ai ai-arxiv mr-1"></i>
788    arXiv
789  </a>
790  <a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="https://inspirehep.net/literature/1613324" target="_blank" rel="noopener">
791    <i class="ai ai-inspire mr-1"></i>
792    iNSPIRE
793  </a>
794  <a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="https://doi.org/10.5281/zenodo.2652034" target="_blank" rel="noopener">
795    <i class="fas fa-database mr-1"></i>
796    Dataset
797  </a>
798  <a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="https://github.com/pkomiske/PUMML" target="_blank" rel="noopener">
799    <i class="fab fa-github mr-1"></i>
800    GitHub
801  </a>
802<a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="https://doi.org/10.1007/JHEP12%282017%29051" target="_blank" rel="noopener">
803  <i class="fas fa-link mr-1"></i>
804  DOI
805</a>
806<button type="button" class="btn btn-outline-primary my-1 mr-1 btn-sm js-cite-modal"
807        data-filename="/publication/pumml/cite.bib">
808  <i class="fas fa-file-export mr-1"></i>
809  Cite
810</button>
811  </div>
812</div>
813<div class="card-simple">
814  <h3 class="article-title mb-1 mt-3">
815    <a href="/publication/dlincolor/">Deep learning in color: Towards automated quark/gluon jet discrimination</a>
816  </h3>
817<div class="article-metadata">
818  <div>
819  <span>Patrick T. Komiske</span>, <span>Eric M. Metodiev</span>, <span>Matthew D. Schwartz</span>
820  </div>
821  <span class="article-date">
822    December 2016
823  </span>
824  <span class="middot-divider"></span>
825  <span class="pub-publication">
826      <em>Journal of High Energy Physics</em> <strong>01</strong> (2017) 110
827  </span>
828</div>
829  <div class="article-style">
830    <p>We show for the first time that deep learning is quite successful at discriminating between quark and gluon jets. We use a convolutional neural network trained on jet images and observable large improvements in classification efficiency, as well as rough insensitivity to the mismodeling of quark and gluon jets by Monte Carlo simulations.</p>
831  </div>
832  <div class="btn-links">
833<a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="/publication/dlincolor/dlincolor.pdf" target="_blank" rel="noopener">
834  <i class="fas fa-file-pdf mr-1"></i>
835  PDF
836</a>
837  <a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="https://arxiv.org/abs/1612.01551" target="_blank" rel="noopener">
838    <i class="ai ai-arxiv mr-1"></i>
839    arXiv
840  </a>
841  <a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="https://inspirehep.net/literature/1501944" target="_blank" rel="noopener">
842    <i class="ai ai-inspire mr-1"></i>
843    iNSPIRE
844  </a>
845<a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="https://doi.org/10.1007/JHEP01%282017%29110" target="_blank" rel="noopener">
846  <i class="fas fa-link mr-1"></i>
847  DOI
848</a>
849<button type="button" class="btn btn-outline-primary my-1 mr-1 btn-sm js-cite-modal"
850        data-filename="/publication/dlincolor/cite.bib">
851  <i class="fas fa-file-export mr-1"></i>
852  Cite
853</button>
854  </div>
855</div>
856  </div>
857</div>
858    </div>
859  </section>
860  <section id="talks" class="home-section wg-pages   "  >
861    <div class="container">
862<div class="row">
863  <div class="col-12 col-lg-4 section-heading">
864    <h1>Talks</h1>
865  </div>
866  <div class="col-12 col-lg-8">
867    <br>
868<div class="media stream-item">
869  <div class="media-body">
870    <h3 class="article-title mb-0 mt-0">
871      <a href="/talk/mitllseminar2021/" >Optimizing Particle Physics with Machine Learning</a>
872    </h3>
873    <div class="stream-meta article-metadata">
874      <div>
875          <div class="row">
876            <div class="col-12 col-md-9 white-text">
877              Seminar (Groups 41 &amp; 89)
878            </div>
879          </div>
880        <span>
881          May 12, 2021
882        </span>
883        <span class="middot-divider"></span>
884        <span>MIT Lincoln Laboratory (virtual)</span>
885      </div>
886    </div>
887    <div class="btn-links">
888<a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="/talk/mitllseminar2021/mitllseminar2021.pdf" target="_blank" rel="noopener">
889  <i class="fas fa-file-pdf mr-1"></i>
890  PDF
891</a>
892    </div>
893  </div>
894  <div class="ml-3">
895  </div>
896</div>
897<div class="media stream-item">
898  <div class="media-body">
899    <h3 class="article-title mb-0 mt-0">
900      <a href="/talk/cmsmlforum2021/" >OmniFold: Simultaneously Unfolding All Observables with Deep Learning</a>
901    </h3>
902    <div class="stream-meta article-metadata">
903      <div>
904          <div class="row">
905            <div class="col-12 col-md-9 white-text">
906              CMS Machine Learning Forum
907            </div>
908          </div>
909        <span>
910          Feb 10, 2021
911        </span>
912        <span class="middot-divider"></span>
913        <span>Virtual</span>
914      </div>
915    </div>
916    <div class="btn-links">
917<a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="/talk/cmsmlforum2021/cmsmlforum2021.pdf" target="_blank" rel="noopener">
918  <i class="fas fa-file-pdf mr-1"></i>
919  PDF
920</a>
921  <a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="/talk/cmsmlforum2021/cmsmlforum2021.key" >
922    <i class="fab fa-apple mr-1"></i>
923    Keynote
924  </a>
925    </div>
926  </div>
927  <div class="ml-3">
928  </div>
929</div>
930<div class="media stream-item">
931  <div class="media-body">
932    <h3 class="article-title mb-0 mt-0">
933      <a href="/talk/lhcewjetswg2021/" >OmniFold: Improved Unfolding with Deep Learning</a>
934    </h3>
935    <div class="stream-meta article-metadata">
936      <div>
937          <div class="row">
938            <div class="col-12 col-md-9 white-text">
939              LHC Electroweak and Jets Working Group
940            </div>
941          </div>
942        <span>
943          Feb 8, 2021
944        </span>
945        <span class="middot-divider"></span>
946        <span>Virtual</span>
947      </div>
948    </div>
949    <div class="btn-links">
950<a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="/talk/lhcewjetswg2021/lhcewjetswg2021.pdf" target="_blank" rel="noopener">
951  <i class="fas fa-file-pdf mr-1"></i>
952  PDF
953</a>
954  <a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="/talk/lhcewjetswg2021/lhcewjetswg2021.key" >
955    <i class="fab fa-apple mr-1"></i>
956    Keynote
957  </a>
958<a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="https://indico.cern.ch/event/1000413/" target="_blank" rel="noopener">
959  <i class="fas fa-handshake mr-1"></i>
960  Event
961</a>
962    </div>
963  </div>
964  <div class="ml-3">
965  </div>
966</div>
967<div class="media stream-item">
968  <div class="media-body">
969    <h3 class="article-title mb-0 mt-0">
970      <a href="/talk/jeffersonlab2021/" >Simultaneously Unfolding All Observables with Deep Learning</a>
971    </h3>
972    <div class="stream-meta article-metadata">
973      <div>
974          <div class="row">
975            <div class="col-12 col-md-9 white-text">
976              Jefferson Lab Theory Seminar
977            </div>
978          </div>
979        <span>
980          Jan 11, 2021
981        </span>
982        <span class="middot-divider"></span>
983        <span>Virtual</span>
984      </div>
985    </div>
986    <div class="btn-links">
987<a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="/talk/jeffersonlab2021/jeffersonlab2021.pdf" target="_blank" rel="noopener">
988  <i class="fas fa-file-pdf mr-1"></i>
989  PDF
990</a>
991  <a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="/talk/jeffersonlab2021/jeffersonlab2021.key" >
992    <i class="fab fa-apple mr-1"></i>
993    Keynote
994  </a>
995    </div>
996  </div>
997  <div class="ml-3">
998  </div>
999</div>
1000<div class="media stream-item">
1001  <div class="media-body">
1002    <h3 class="article-title mb-0 mt-0">
1003      <a href="/talk/bsmpandemic2020/" >The Hidden Geometry of Particle Collisions</a>
1004    </h3>
1005    <div class="stream-meta article-metadata">
1006      <div>
1007          <div class="row">
1008            <div class="col-12 col-md-9 white-text">
1009              BSM PANDEMIC Double Feature
1010            </div>
1011          </div>
1012        <span>
1013          Dec 1, 2020
1014        </span>
1015        <span class="middot-divider"></span>
1016        <span>Virtual</span>
1017      </div>
1018    </div>
1019    <div class="btn-links">
1020<a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="/talk/bsmpandemic2020/bsmpandemic2020.pdf" target="_blank" rel="noopener">
1021  <i class="fas fa-file-pdf mr-1"></i>
1022  PDF
1023</a>
1024  <a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="/talk/bsmpandemic2020/bsmpandemic2020.key" >
1025    <i class="fab fa-apple mr-1"></i>
1026    Keynote
1027  </a>
1028<a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="https://indico.cern.ch/event/950690/" target="_blank" rel="noopener">
1029  <i class="fas fa-handshake mr-1"></i>
1030  Event
1031</a>
1032    </div>
1033  </div>
1034  <div class="ml-3">
1035  </div>
1036</div>
1037<div class="media stream-item">
1038  <div class="media-body">
1039    <h3 class="article-title mb-0 mt-0">
1040      <a href="/talk/cepc2020/" >Probing QCD with Energy Flow Observables</a>
1041    </h3>
1042    <div class="stream-meta article-metadata">
1043      <div>
1044          <div class="row">
1045            <div class="col-12 col-md-9 white-text">
1046              CEPC Workshop
1047            </div>
1048          </div>
1049        <span>
1050          Oct 27, 2020
1051        </span>
1052        <span class="middot-divider"></span>
1053        <span>Shanghai, China (virtual)</span>
1054      </div>
1055    </div>
1056    <div class="btn-links">
1057<a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="/talk/cepc2020/cepc2020.pdf" target="_blank" rel="noopener">
1058  <i class="fas fa-file-pdf mr-1"></i>
1059  PDF
1060</a>
1061  <a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="/talk/cepc2020/cepc2020.key" >
1062    <i class="fab fa-apple mr-1"></i>
1063    Keynote
1064  </a>
1065<a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="https://indico.ihep.ac.cn/event/11444/" target="_blank" rel="noopener">
1066  <i class="fas fa-handshake mr-1"></i>
1067  Event
1068</a>
1069    </div>
1070  </div>
1071  <div class="ml-3">
1072  </div>
1073</div>
1074<div class="media stream-item">
1075  <div class="media-body">
1076    <h3 class="article-title mb-0 mt-0">
1077      <a href="/talk/scfw2020/" >Machine Learning - An Essential Toolkit for Particle Physics</a>
1078    </h3>
1079    <div class="stream-meta article-metadata">
1080      <div>
1081          <div class="row">
1082            <div class="col-12 col-md-9 white-text">
1083              Snowmass Computational Frontier Workshop
1084            </div>
1085          </div>
1086        <span>
1087          Aug 10, 2020
1088        </span>
1089        <span class="middot-divider"></span>
1090        <span>Virtual</span>
1091      </div>
1092    </div>
1093    <div class="btn-links">
1094<a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="/talk/scfw2020/scfw2020.pdf" target="_blank" rel="noopener">
1095  <i class="fas fa-file-pdf mr-1"></i>
1096  PDF
1097</a>
1098  <a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="/talk/scfw2020/scfw2020.key" >
1099    <i class="fab fa-apple mr-1"></i>
1100    Keynote
1101  </a>
1102<a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="https://indico.fnal.gov/event/43829/overview" target="_blank" rel="noopener">
1103  <i class="fas fa-handshake mr-1"></i>
1104  Event
1105</a>
1106    </div>
1107  </div>
1108  <div class="ml-3">
1109  </div>
1110</div>
1111<div class="media stream-item">
1112  <div class="media-body">
1113    <h3 class="article-title mb-0 mt-0">
1114      <a href="/talk/genoa2020/" >The Hidden Geometry of Particle Collisions</a>
1115    </h3>
1116    <div class="stream-meta article-metadata">
1117      <div>
1118          <div class="row">
1119            <div class="col-12 col-md-9 white-text">
1120              Particle Physics Phenomenology Series
1121            </div>
1122          </div>
1123        <span>
1124          Jun 4, 2020
1125        </span>
1126        <span class="middot-divider"></span>
1127        <span>Genoa, Italy (virtual)</span>
1128      </div>
1129    </div>
1130    <div class="btn-links">
1131<a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="/talk/genoa2020/genoa2020.pdf" target="_blank" rel="noopener">
1132  <i class="fas fa-file-pdf mr-1"></i>
1133  PDF
1134</a>
1135  <a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="/talk/genoa2020/genoa2020.key" >
1136    <i class="fab fa-apple mr-1"></i>
1137    Keynote
1138  </a>
1139    </div>
1140  </div>
1141  <div class="ml-3">
1142  </div>
1143</div>
1144<div class="media stream-item">
1145  <div class="media-body">
1146    <h3 class="article-title mb-0 mt-0">
1147      <a href="/talk/ml4jets2020/" >OmniFold: Simultaneously Unfolding All Observables</a>
1148    </h3>
1149    <div class="stream-meta article-metadata">
1150      <div>
1151          <div class="row">
1152            <div class="col-12 col-md-9 white-text">
1153              ML4Jets 2020
1154            </div>
1155          </div>
1156        <span>
1157          Jan 17, 2020
1158        </span>
1159        <span class="middot-divider"></span>
1160        <span>NYU - New York, NY</span>
1161      </div>
1162    </div>
1163    <div class="btn-links">
1164<a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="/talk/ml4jets2020/ml4jets2020.pdf" target="_blank" rel="noopener">
1165  <i class="fas fa-file-pdf mr-1"></i>
1166  PDF
1167</a>
1168  <a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="/talk/ml4jets2020/ml4jets2020.key" >
1169    <i class="fab fa-apple mr-1"></i>
1170    Keynote
1171  </a>
1172<a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="https://indico.cern.ch/event/809820/" target="_blank" rel="noopener">
1173  <i class="fas fa-handshake mr-1"></i>
1174  Event
1175</a>
1176    </div>
1177  </div>
1178  <div class="ml-3">
1179  </div>
1180</div>
1181<div class="media stream-item">
1182  <div class="media-body">
1183    <h3 class="article-title mb-0 mt-0">
1184      <a href="/talk/boost2019/" >Cutting Multiparticle Correlators Down to Size</a>
1185    </h3>
1186    <div class="stream-meta article-metadata">
1187      <div>
1188          <div class="row">
1189            <div class="col-12 col-md-9 white-text">
1190              BOOST 2019
1191            </div>
1192          </div>
1193        <span>
1194          Jul 24, 2019
1195        </span>
1196        <span class="middot-divider"></span>
1197        <span>Cambridge, MA</span>
1198      </div>
1199    </div>
1200    <div class="btn-links">
1201<a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="/talk/boost2019/boost2019.pdf" target="_blank" rel="noopener">
1202  <i class="fas fa-file-pdf mr-1"></i>
1203  PDF
1204</a>
1205<a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="https://indico.cern.ch/event/753914/" target="_blank" rel="noopener">
1206  <i class="fas fa-handshake mr-1"></i>
1207  Event
1208</a>
1209    </div>
1210  </div>
1211  <div class="ml-3">
1212  </div>
1213</div>
1214<div class="media stream-item">
1215  <div class="media-body">
1216    <h3 class="article-title mb-0 mt-0">
1217      <a href="/talk/chicagoseminar2019/" >The Metric Space of Collider Events</a>
1218    </h3>
1219    <div class="stream-meta article-metadata">
1220      <div>
1221          <div class="row">
1222            <div class="col-12 col-md-9 white-text">
1223              Particle Physics Seminar<br>University of Chicago
1224            </div>
1225          </div>
1226        <span>
1227          May 29, 2019
1228        </span>
1229        <span class="middot-divider"></span>
1230        <span>Chicago, IL</span>
1231      </div>
1232    </div>
1233    <div class="btn-links">
1234<a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="/talk/chicagoseminar2019/chicagoseminar2019.pdf" target="_blank" rel="noopener">
1235  <i class="fas fa-file-pdf mr-1"></i>
1236  PDF
1237</a>
1238  <a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="/talk/chicagoseminar2019/chicagoseminar2019.key" >
1239    <i class="fab fa-apple mr-1"></i>
1240    Keynote
1241  </a>
1242    </div>
1243  </div>
1244  <div class="ml-3">
1245  </div>
1246</div>
1247<div class="media stream-item">
1248  <div class="media-body">
1249    <h3 class="article-title mb-0 mt-0">
1250      <a href="/talk/lblhep2019/" >Point Cloud Strategies for Boosted Objects</a>
1251    </h3>
1252    <div class="stream-meta article-metadata">
1253      <div>
1254          <div class="row">
1255            <div class="col-12 col-md-9 white-text">
1256              ML-HEP-LBL Meetup
1257            </div>
1258          </div>
1259        <span>
1260          Apr 17, 2019
1261        </span>
1262        <span class="middot-divider"></span>
1263        <span>Berkeley, CA</span>
1264      </div>
1265    </div>
1266    <div class="btn-links">
1267<a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="/talk/lblhep2019/lblhep2019.pdf" target="_blank" rel="noopener">
1268  <i class="fas fa-file-pdf mr-1"></i>
1269  PDF
1270</a>
1271<a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="https://indico.physics.lbl.gov/event/885/" target="_blank" rel="noopener">
1272  <i class="fas fa-handshake mr-1"></i>
1273  Event
1274</a>
1275    </div>
1276  </div>
1277  <div class="ml-3">
1278  </div>
1279</div>
1280<div class="media stream-item">
1281  <div class="media-body">
1282    <h3 class="article-title mb-0 mt-0">
1283      <a href="/talk/umdseminar2019/" >The (Metric) Space of Collider Events</a>
1284    </h3>
1285    <div class="stream-meta article-metadata">
1286      <div>
1287          <div class="row">
1288            <div class="col-12 col-md-9 white-text">
1289              Elementary Particle Theory Seminar<br>Maryland Center for Fundamental Physics
1290            </div>
1291          </div>
1292        <span>
1293          Mar 25, 2019
1294        </span>
1295        <span class="middot-divider"></span>
1296        <span>College Park, MD</span>
1297      </div>
1298    </div>
1299    <div class="btn-links">
1300<a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="/talk/umdseminar2019/umdseminar2019.pdf" target="_blank" rel="noopener">
1301  <i class="fas fa-file-pdf mr-1"></i>
1302  PDF
1303</a>
1304  <a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="/talk/umdseminar2019/umdseminar2019.key" >
1305    <i class="fab fa-apple mr-1"></i>
1306    Keynote
1307  </a>
1308    </div>
1309  </div>
1310  <div class="ml-3">
1311  </div>
1312</div>
1313<div class="media stream-item">
1314  <div class="media-body">
1315    <h3 class="article-title mb-0 mt-0">
1316      <a href="/talk/dlnshamburg/" >The Metric Space of Collider Events</a>
1317    </h3>
1318    <div class="stream-meta article-metadata">
1319      <div>
1320          <div class="row">
1321            <div class="col-12 col-md-9 white-text">
1322              Deep Learning in the Natural Sciences
1323            </div>
1324          </div>
1325        <span>
1326          Mar 1, 2019
1327        </span>
1328        <span class="middot-divider"></span>
1329        <span>Hamburg, Germany</span>
1330      </div>
1331    </div>
1332    <div class="btn-links">
1333<a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="/talk/dlnshamburg/dlnshamburg.pdf" target="_blank" rel="noopener">
1334  <i class="fas fa-file-pdf mr-1"></i>
1335  PDF
1336</a>
1337  <a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="/talk/dlnshamburg/dlnshamburg.key" >
1338    <i class="fab fa-apple mr-1"></i>
1339    Keynote
1340  </a>
1341<a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="https://indico.cern.ch/event/765224/" target="_blank" rel="noopener">
1342  <i class="fas fa-handshake mr-1"></i>
1343  Event
1344</a>
1345    </div>
1346  </div>
1347  <div class="ml-3">
1348  </div>
1349</div>
1350<div class="media stream-item">
1351  <div class="media-body">
1352    <h3 class="article-title mb-0 mt-0">
1353      <a href="/talk/cernseminar2019/" >Point Cloud Strategies for Boosted Objects</a>
1354    </h3>
1355    <div class="stream-meta article-metadata">
1356      <div>
1357          <div class="row">
1358            <div class="col-12 col-md-9 white-text">
1359              CERN BSM Forum
1360            </div>
1361          </div>
1362        <span>
1363          Feb 21, 2019
1364        </span>
1365        <span class="middot-divider"></span>
1366        <span>CERN, Switzerland</span>
1367      </div>
1368    </div>
1369    <div class="btn-links">
1370<a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="/talk/cernseminar2019/cernseminar2019.pdf" target="_blank" rel="noopener">
1371  <i class="fas fa-file-pdf mr-1"></i>
1372  PDF
1373</a>
1374    </div>
1375  </div>
1376  <div class="ml-3">
1377  </div>
1378</div>
1379<div class="media stream-item">
1380  <div class="media-body">
1381    <h3 class="article-title mb-0 mt-0">
1382      <a href="/talk/harvardlunchtalk2018/" >Energy Flow and Jet Substructure</a>
1383    </h3>
1384    <div class="stream-meta article-metadata">
1385      <div>
1386          <div class="row">
1387            <div class="col-12 col-md-9 white-text">
1388              Particle Physics Lunch Talk<br>Harvard University
1389            </div>
1390          </div>
1391        <span>
1392          Nov 28, 2018
1393        </span>
1394        <span class="middot-divider"></span>
1395        <span>Cambridge, MA</span>
1396      </div>
1397    </div>
1398    <div class="btn-links">
1399<a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="/talk/harvardlunchtalk2018/harvardlunchtalk2018.pdf" target="_blank" rel="noopener">
1400  <i class="fas fa-file-pdf mr-1"></i>
1401  PDF
1402</a>
1403    </div>
1404  </div>
1405  <div class="ml-3">
1406  </div>
1407</div>
1408<div class="media stream-item">
1409  <div class="media-body">
1410    <h3 class="article-title mb-0 mt-0">
1411      <a href="/talk/ml4jets2018/" >Energy Flow Networks: Deep Sets for Particle Jets</a>
1412    </h3>
1413    <div class="stream-meta article-metadata">
1414      <div>
1415          <div class="row">
1416            <div class="col-12 col-md-9 white-text">
1417              Machine Learning for Jet Physics 2018
1418            </div>
1419          </div>
1420        <span>
1421          Nov 15, 2018
1422        </span>
1423        <span class="middot-divider"></span>
1424        <span>Fermilab - Batavia, IL</span>
1425      </div>
1426    </div>
1427    <div class="btn-links">
1428<a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="/talk/ml4jets2018/ml4jets2018.pdf" target="_blank" rel="noopener">
1429  <i class="fas fa-file-pdf mr-1"></i>
1430  PDF
1431</a>
1432<a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="https://indico.cern.ch/event/745718/" target="_blank" rel="noopener">
1433  <i class="fas fa-handshake mr-1"></i>
1434  Event
1435</a>
1436    </div>
1437  </div>
1438  <div class="ml-3">
1439  </div>
1440</div>
1441<div class="media stream-item">
1442  <div class="media-body">
1443    <h3 class="article-title mb-0 mt-0">
1444      <a href="/talk/fermilabboostedobjs/" >Point Cloud Strategies for Boosted Tops</a>
1445    </h3>
1446    <div class="stream-meta article-metadata">
1447      <div>
1448          <div class="row">
1449            <div class="col-12 col-md-9 white-text">
1450              Boosted Objects for New Physics Searches
1451            </div>
1452          </div>
1453        <span>
1454          Nov 13, 2018
1455        </span>
1456        <span class="middot-divider"></span>
1457        <span>Fermilab - Batavia, IL</span>
1458      </div>
1459    </div>
1460    <div class="btn-links">
1461<a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="/talk/fermilabboostedobjs/fermilabboostedobjs.pdf" target="_blank" rel="noopener">
1462  <i class="fas fa-file-pdf mr-1"></i>
1463  PDF
1464</a>
1465<a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="https://indico.cern.ch/event/750705/" target="_blank" rel="noopener">
1466  <i class="fas fa-handshake mr-1"></i>
1467  Event
1468</a>
1469    </div>
1470  </div>
1471  <div class="ml-3">
1472  </div>
1473</div>
1474<div class="media stream-item">
1475  <div class="media-body">
1476    <h3 class="article-title mb-0 mt-0">
1477      <a href="/talk/ctpjournal2018/" >Analyzing Jet Substructure via Energy Flow</a>
1478    </h3>
1479    <div class="stream-meta article-metadata">
1480      <div>
1481          <div class="row">
1482            <div class="col-12 col-md-9 white-text">
1483              (B)SM/DM/LHC/QCD/ML Journal Club<br>MIT Center for Theoretical Physics
1484            </div>
1485          </div>
1486        <span>
1487          Oct 12, 2018
1488        </span>
1489        <span class="middot-divider"></span>
1490        <span>Cambridge, MA</span>
1491      </div>
1492    </div>
1493    <div class="btn-links">
1494<a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="/talk/ctpjournal2018/ctpjournal2018.pdf" target="_blank" rel="noopener">
1495  <i class="fas fa-file-pdf mr-1"></i>
1496  PDF
1497</a>
1498    </div>
1499  </div>
1500  <div class="ml-3">
1501  </div>
1502</div>
1503<div class="media stream-item">
1504  <div class="media-body">
1505    <h3 class="article-title mb-0 mt-0">
1506      <a href="/talk/boost2018/" >Energy Flow and Jet Substructure</a>
1507    </h3>
1508    <div class="stream-meta article-metadata">
1509      <div>
1510          <div class="row">
1511            <div class="col-12 col-md-9 white-text">
1512              BOOST 2018
1513            </div>
1514          </div>
1515        <span>
1516          Jul 18, 2018
1517        </span>
1518        <span class="middot-divider"></span>
1519        <span>Paris, France</span>
1520      </div>
1521    </div>
1522    <div class="btn-links">
1523<a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="/talk/boost2018/boost2018.pdf" target="_blank" rel="noopener">
1524  <i class="fas fa-file-pdf mr-1"></i>
1525  PDF
1526</a>
1527<a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="https://indico.cern.ch/event/649482/" target="_blank" rel="noopener">
1528  <i class="fas fa-handshake mr-1"></i>
1529  Event
1530</a>
1531    </div>
1532  </div>
1533  <div class="ml-3">
1534  </div>
1535</div>
1536<div class="media stream-item">
1537  <div class="media-body">
1538    <h3 class="article-title mb-0 mt-0">
1539      <a href="/talk/ctplunchtalk/" >(Machine) Learning Jet Physics</a>
1540    </h3>
1541    <div class="stream-meta article-metadata">
1542      <div>
1543          <div class="row">
1544            <div class="col-12 col-md-9 white-text">
1545              Lunch Talk<br>MIT Center for Theoretical Physics
1546            </div>
1547          </div>
1548        <span>
1549          May 18, 2018
1550        </span>
1551        <span class="middot-divider"></span>
1552        <span>Cambridge, MA</span>
1553      </div>
1554    </div>
1555    <div class="btn-links">
1556<a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="/talk/ctplunchtalk/ctplunchtalk.pdf" target="_blank" rel="noopener">
1557  <i class="fas fa-file-pdf mr-1"></i>
1558  PDF
1559</a>
1560    </div>
1561  </div>
1562  <div class="ml-3">
1563  </div>
1564</div>
1565<div class="media stream-item">
1566  <div class="media-body">
1567    <h3 class="article-title mb-0 mt-0">
1568      <a href="/talk/harvardlunchtalk2017/" >Jet Physics &amp; Modern Machine Learning</a>
1569    </h3>
1570    <div class="stream-meta article-metadata">
1571      <div>
1572          <div class="row">
1573            <div class="col-12 col-md-9 white-text">
1574              Particle Physics Lunch Talk<br>Harvard University
1575            </div>
1576          </div>
1577        <span>
1578          Feb 7, 2018
1579        </span>
1580        <span class="middot-divider"></span>
1581        <span>Cambridge, MA</span>
1582      </div>
1583    </div>
1584    <div class="btn-links">
1585<a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="/talk/harvardlunchtalk2017/harvardlunchtalk2017.pdf" target="_blank" rel="noopener">
1586  <i class="fas fa-file-pdf mr-1"></i>
1587  PDF
1588</a>
1589    </div>
1590  </div>
1591  <div class="ml-3">
1592  </div>
1593</div>
1594<div class="media stream-item">
1595  <div class="media-body">
1596    <h3 class="article-title mb-0 mt-0">
1597      <a href="/talk/mitjetworkshop/" >Energy Flow Polynomials for Jet Substructure</a>
1598    </h3>
1599    <div class="stream-meta article-metadata">
1600      <div>
1601          <div class="row">
1602            <div class="col-12 col-md-9 white-text">
1603              MIT Jet Workshop
1604            </div>
1605          </div>
1606        <span>
1607          Jan 11, 2018
1608        </span>
1609        <span class="middot-divider"></span>
1610        <span>Cambridge, MA</span>
1611      </div>
1612    </div>
1613    <div class="btn-links">
1614<a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="/talk/mitjetworkshop/mitjetworkshop.pdf" target="_blank" rel="noopener">
1615  <i class="fas fa-file-pdf mr-1"></i>
1616  PDF
1617</a>
1618    </div>
1619  </div>
1620  <div class="ml-3">
1621  </div>
1622</div>
1623<div class="media stream-item">
1624  <div class="media-body">
1625    <h3 class="article-title mb-0 mt-0">
1626      <a href="/talk/ml4jets2017/" >Linear Jet Tagging with the Energy Flow Basis</a>
1627    </h3>
1628    <div class="stream-meta article-metadata">
1629      <div>
1630          <div class="row">
1631            <div class="col-12 col-md-9 white-text">
1632              Machine Learning for Jet Physics 2017<br>Lawrence Berkeley National Laboratory
1633            </div>
1634          </div>
1635        <span>
1636          Dec 12, 2017
1637        </span>
1638        <span class="middot-divider"></span>
1639        <span>Berkeley, CA</span>
1640      </div>
1641    </div>
1642    <div class="btn-links">
1643<a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="/talk/ml4jets2017/ml4jets2017.pdf" target="_blank" rel="noopener">
1644  <i class="fas fa-file-pdf mr-1"></i>
1645  PDF
1646</a>
1647<a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="https://indico.physics.lbl.gov/indico/event/546/" target="_blank" rel="noopener">
1648  <i class="fas fa-handshake mr-1"></i>
1649  Event
1650</a>
1651    </div>
1652  </div>
1653  <div class="ml-3">
1654  </div>
1655</div>
1656<div class="media stream-item">
1657  <div class="media-body">
1658    <h3 class="article-title mb-0 mt-0">
1659      <a href="/talk/ctpjournal2017/" >Quark/Gluon Discrimination with Jet-Images and Deep Learning</a>
1660    </h3>
1661    <div class="stream-meta article-metadata">
1662      <div>
1663          <div class="row">
1664            <div class="col-12 col-md-9 white-text">
1665              BSM/DM/LHC Journal Club<br>MIT Center for Theoretical Physics
1666            </div>
1667          </div>
1668        <span>
1669          Sep 8, 2017
1670        </span>
1671        <span class="middot-divider"></span>
1672        <span>Cambridge, MA</span>
1673      </div>
1674    </div>
1675    <div class="btn-links">
1676<a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="/talk/ctpjournal2017/ctpjournal2017.pdf" target="_blank" rel="noopener">
1677  <i class="fas fa-file-pdf mr-1"></i>
1678  PDF
1679</a>
1680    </div>
1681  </div>
1682  <div class="ml-3">
1683  </div>
1684</div>
1685<div class="media stream-item">
1686  <div class="media-body">
1687    <h3 class="article-title mb-0 mt-0">
1688      <a href="/talk/boost2017/" >Quark/Gluon Discrimination with Jet-Images and Deep Learning</a>
1689    </h3>
1690    <div class="stream-meta article-metadata">
1691      <div>
1692          <div class="row">
1693            <div class="col-12 col-md-9 white-text">
1694              BOOST 2017
1695            </div>
1696          </div>
1697        <span>
1698          Jul 18, 2017
1699        </span>
1700        <span class="middot-divider"></span>
1701        <span>Buffalo, NY</span>
1702      </div>
1703    </div>
1704    <div class="btn-links">
1705<a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="/talk/boost2017/boost2017.pdf" target="_blank" rel="noopener">
1706  <i class="fas fa-file-pdf mr-1"></i>
1707  PDF
1708</a>
1709<a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="https://indico.cern.ch/event/579660/" target="_blank" rel="noopener">
1710  <i class="fas fa-handshake mr-1"></i>
1711  Event
1712</a>
1713    </div>
1714  </div>
1715  <div class="ml-3">
1716  </div>
1717</div>
1718  </div>
1719</div>
1720    </div>
1721  </section>
1722  <section id="projects" class="home-section wg-portfolio   "  >
1723    <div class="container">
1724<div class="row">
1725  <div class="col-12 col-lg-4 section-heading">
1726    <h1>Projects</h1>
1727  </div>
1728  <div class="col-12 col-lg-8">
1729    <div class=" row js-layout-row ">
1730<div class="col-12 isotope-item ">
1731<div class="media stream-item">
1732  <div class="media-body">
1733    <h3 class="article-title mb-0 mt-0">
1734      <a href="https://energyflow.network" target="_blank" rel="noopener">EnergyFlow</a>
1735    </h3>
1736    <div class="article-style">
1737      Python package for computing Energy Flow Polynomials, instantiating Energy/Particle Flow Networks, computing the Energy Mover&rsquo;s Distance between events, and working with particle kinematics in python.
1738    </div>
1739    <div class="stream-meta article-metadata">
1740    </div>
1741    <div class="btn-links">
1742  <a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="https://energyflow.network" target="_blank" rel="noopener">
1743    <i class="fas fa-file-alt mr-1"></i>
1744    Docs
1745  </a>
1746  <a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="https://github.com/pkomiske/EnergyFlow" target="_blank" rel="noopener">
1747    <i class="fab fa-github mr-1"></i>
1748    GitHub
1749  </a>
1750  <a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="https://pypi.org/project/EnergyFlow/" target="_blank" rel="noopener">
1751    <i class="fab fa-python mr-1"></i>
1752    PyPI
1753  </a>
1754    </div>
1755  </div>
1756  <div class="ml-3">
1757    <a href="https://energyflow.network" target="_blank" rel="noopener">
1758      <img src="/project/energyflow/featured_huc5a8a4afdc9df18cc5020938b988715a_184737_150x0_resize_lanczos_2.png" alt="EnergyFlow">
1759    </a>
1760  </div>
1761</div>
1762</div>
1763<div class="col-12 isotope-item ">
1764<div class="media stream-item">
1765  <div class="media-body">
1766    <h3 class="article-title mb-0 mt-0">
1767      <a href="/project/eecs/" >EnergyEnergyCorrelators</a>
1768    </h3>
1769    <div class="article-style">
1770      C++ library with a Python wrapper for computing $N$-point energy-energy correlators and related high-dimensional structures. Utilizes the BOOST histogram library for simple, efficient, and flexible binning of distributions.
1771    </div>
1772    <div class="stream-meta article-metadata">
1773    </div>
1774    <div class="btn-links">
1775  <a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="https://github.com/pkomiske/EnergyEnergyCorrelators" target="_blank" rel="noopener">
1776    <i class="fab fa-github mr-1"></i>
1777    GitHub
1778  </a>
1779  <a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="https://pypi.org/project/eec/" target="_blank" rel="noopener">
1780    <i class="fab fa-python mr-1"></i>
1781    PyPI
1782  </a>
1783    </div>
1784  </div>
1785  <div class="ml-3">
1786    <a href="/project/eecs/" >
1787      <img src="/project/eecs/featured_hu678c123bb80a823ba31eca9287dda611_56681_150x0_resize_lanczos_2.png" alt="EnergyEnergyCorrelators">
1788    </a>
1789  </div>
1790</div>
1791</div>
1792<div class="col-12 isotope-item ">
1793<div class="media stream-item">
1794  <div class="media-body">
1795    <h3 class="article-title mb-0 mt-0">
1796      <a href="https://energyflow.network" target="_blank" rel="noopener">Wasserstein</a>
1797    </h3>
1798    <div class="article-style">
1799      A C++ library with a Python wrapper for computing the $p$-Wasserstein distances, known as the Earth Mover&rsquo;s Distance for $p=1$ and the Energy Mover&rsquo;s Distance in particle physics.
1800    </div>
1801    <div class="stream-meta article-metadata">
1802    </div>
1803    <div class="btn-links">
1804  <a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="https://github.com/pkomiske/Wasserstein" target="_blank" rel="noopener">
1805    <i class="fab fa-github mr-1"></i>
1806    GitHub
1807  </a>
1808  <a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="https://pypi.org/project/Wasserstein/" target="_blank" rel="noopener">
1809    <i class="fab fa-python mr-1"></i>
1810    PyPI
1811  </a>
1812    </div>
1813  </div>
1814  <div class="ml-3">
1815    <a href="https://energyflow.network" target="_blank" rel="noopener">
1816      <img src="/project/wasserstein/featured_hu276eab09479f652da2a17ca5e8274c89_35465_150x0_resize_lanczos_2.png" alt="Wasserstein">
1817    </a>
1818  </div>
1819</div>
1820</div>
1821<div class="col-12 isotope-item ">
1822<div class="media stream-item">
1823  <div class="media-body">
1824    <h3 class="article-title mb-0 mt-0">
1825      <a href="https://github.com/pkomiske/MOD" target="_blank" rel="noopener">MOD</a>
1826    </h3>
1827    <div class="article-style">
1828      The MIT Open Data project utilizes <a href="http://opendata.cern.ch/">public collider data</a> for interesting scientific endeavors in a complementary manner to the experimental collaborations. For <
1828a href="publication/cmsodemd">our analysis</a> using the <a href="http://doi.org/10.7483/OPENDATA.CMS.UP77.P6PQ">CMS 2011A Jet Primary Dataset</a> and associated simulated datasets, we <a href="https://zenodo.org/search?page=1&amp;size=20&amp;q=komiske&amp;keywords=open%20data">re-released</a> a number of datasets in an easy to use format as well as made our entire analysis publically available.
1829    </div>
1830    <div class="stream-meta article-metadata">
1831    </div>
1832    <div class="btn-links">
1833  <a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="https://github.com/pkomiske/MOD" target="_blank" rel="noopener">
1834    <i class="fab fa-github mr-1"></i>
1835    GitHub
1836  </a>
1837  <a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="https://zenodo.org/search?page=1&amp;size=20&amp;q=komiske&amp;keywords=open%20data" target="_blank" rel="noopener">
1838    <i class="fas fa-database mr-1"></i>
1839    Zenodo
1840  </a>
1841    </div>
1842  </div>
1843  <div class="ml-3">
1844    <a href="https://github.com/pkomiske/MOD" target="_blank" rel="noopener">
1845      <img src="/project/mod/featured_hu099d95ae365a0348efe384bd72998ffa_56247_150x0_resize_q90_lanczos.jpg" alt="MOD">
1846    </a>
1847  </div>
1848</div>
1849</div>
1850<div class="col-12 isotope-item ">
1851<div class="media stream-item">
1852  <div class="media-body">
1853    <h3 class="article-title mb-0 mt-0">
1854      <a href="https://energyflow.network" target="_blank" rel="noopener">EventGeneration</a>
1855    </h3>
1856    <div class="article-style">
1857      A C++ library for facilitating particle physics event generation with <a href="http://home.thep.lu.se/~torbjorn/pythia82html/Welcome.html">Pythia8</a> and jet clustering with <a href="http://fastjet.fr/">FastJet3</a> including the association of the hard-process, parton-level, and hadron-level events. Includes a python script for reading the resulting text files.
1858    </div>
1859    <div class="stream-meta article-metadata">
1860    </div>
1861    <div class="btn-links">
1862  <a class="btn btn-outline-primary my-1 mr-1 btn-sm" href="https://github.com/pkomiske/EventGeneration" target="_blank" rel="noopener">
1863    <i class="fab fa-github mr-1"></i>
1864    GitHub
1865  </a>
1866    </div>
1867  </div>
1868  <div class="ml-3">
1869  </div>
1870</div>
1871</div>
1872    </div>
1873  </div>
1874</div>
1875    </div>
1876  </section>
1877  <section id="experience" class="home-section wg-experience   "  >
1878    <div class="container">
1879<div class="row">
1880  <div class="col-12 col-lg-4 section-heading">
1881    <h1>Experience</h1>
1882  </div>
1883  <div class="col-12 col-lg-8">
1884    <div class="row experience">
1885      <div class="col-auto text-center flex-column d-none d-sm-flex">
1886        <div class="row h-50">
1887          <div class="col ">&nbsp;</div>
1888          <div class="col">&nbsp;</div>
1889        </div>
1890        <div class="m-2">
1891          <span class="badge badge-pill border exp-fill">&nbsp;</span>
1892        </div>
1893        <div class="row h-50">
1894          <div class="col border-right">&nbsp;</div>
1895          <div class="col">&nbsp;</div>
1896        </div>
1897      </div>
1898      <div class="col py-2">
1899        <div class="card">
1900          <div class="card-body">
1901            <h4 class="card-title exp-title text-muted mt-0 mb-1">PhD Candidate in Physics</h4>
1902            <h4 class="card-title exp-company text-muted my-0">Center for Theoretical Physics<br>Massachusetts Institute of Technology</h4>
1903            <div class="text-muted exp-meta">
1904              Sep 2016 -
1905                Present
1906                <span class="middot-divider"></span>
1907                <span>Cambridge, MA</span>
1908            </div>
1909            <div class="card-text"><p>Advisor: <a href="http://jthaler.net">Jesse Thaler</a></p>
1910<ul>
1911<li>Machine learning neural network architecture/algorithm development for high-energy particle physics datasets</li>
1912<li>Software library development and creation of easy-to-use public datasets, including reprocessing TBs of CMS Open Data</li>
1913<li>Studied Large Hadron Collider phenomena, jet physics, quantum field theory, quantum chromodynamics</li>
1914</ul>
1915</div>
1916          </div>
1917        </div>
1918      </div>
1919    </div>
1920    <div class="row experience">
1921      <div class="col-auto text-center flex-column d-none d-sm-flex">
1922        <div class="row h-50">
1923          <div class="col border-right">&nbsp;</div>
1924          <div class="col">&nbsp;</div>
1925        </div>
1926        <div class="m-2">
1927          <span class="badge badge-pill border ">&nbsp;</span>
1928        </div>
1929        <div class="row h-50">
1930          <div class="col border-right">&nbsp;</div>
1931          <div class="col">&nbsp;</div>
1932        </div>
1933      </div>
1934      <div class="col py-2">
1935        <div class="card">
1936          <div class="card-body">
1937            <h4 class="card-title exp-title text-muted mt-0 mb-1">Teaching Assistant</h4>
1938            <h4 class="card-title exp-company text-muted my-0">8.09/8.309 - Advanced Classical Mechanics<br>Massachusetts Institute of Technology</h4>
1939            <div class="text-muted exp-meta">
1940              Sep 2017 -
1941                Dec 2019
1942                <span class="middot-divider"></span>
1943                <span>Cambridge, MA</span>
1944            </div>
1945            <div class="card-text"><p>TA for classical mechanics taught by Iain Stewart in 2017, 2018, 2019</p>
1946<ul>
1947<li>Taught weekly sections (2018, 2019)</li>
1948<li>Held regular office hours</li>
1949<li>Helped with exam review sessions</li>
1950<li>Graded homework (2017) and exams</li>
1951</ul>
1952</div>
1953          </div>
1954        </div>
1955      </div>
1956    </div>
1957    <div class="row experience">
1958      <div class="col-auto text-center flex-column d-none d-sm-flex">
1959        <div class="row h-50">
1960          <div class="col border-right">&nbsp;</div>
1961          <div class="col">&nbsp;</div>
1962        </div>
1963        <div class="m-2">
1964          <span class="badge badge-pill border ">&nbsp;</span>
1965        </div>
1966        <div class="row h-50">
1967          <div class="col border-right">&nbsp;</div>
1968          <div class="col">&nbsp;</div>
1969        </div>
1970      </div>
1971      <div class="col py-2">
1972        <div class="card">
1973          <div class="card-body">
1974            <h4 class="card-title exp-title text-muted mt-0 mb-1">AM in Physics</h4>
1975            <h4 class="card-title exp-company text-muted my-0">Harvard University</h4>
1976            <div class="text-muted exp-meta">
1977              Sep 2015 -
1978                May 2016
1979                <span class="middot-divider"></span>
1980                <span>Cambridge, MA</span>
1981            </div>
1982          </div>
1983        </div>
1984      </div>
1985    </div>
1986    <div class="row experience">
1987      <div class="col-auto text-center flex-column d-none d-sm-flex">
1988        <div class="row h-50">
1989          <div class="col border-right">&nbsp;</div>
1990          <div class="col">&nbsp;</div>
1991        </div>
1992        <div class="m-2">
1993          <span class="badge badge-pill border ">&nbsp;</span>
1994        </div>
1995        <div class="row h-50">
1996          <div class="col border-right">&nbsp;</div>
1997          <div class="col">&nbsp;</div>
1998        </div>
1999      </div>
2000      <div class="col py-2">
2001        <div class="card">
2002          <div class="card-body">
2003            <h4 class="card-title exp-title text-muted mt-0 mb-1">AB in Physics and Mathematics</h4>
2004            <h4 class="card-title exp-company text-muted my-0">Harvard University</h4>
2005            <div class="text-muted exp-meta">
2006              Aug 2012 -
2007                May 2016
2008                <span class="middot-divider"></span>
2009                <span>Cambridge, MA</span>
2010            </div>
2011            <div class="card-text"><ul>
2012<li><em>summa cum laude</em></li>
2013<li>Highest Honors in Physics</li>
2014<li>Secondary field in computer science</li>
2015<li>John Harvard Scholarship (2014 - 2015)</li>
2016<li>Derek C. Bok Award for Distinction in Teaching (2014)</li>
2017<li>Harvard College Scholarship (2013 - 2014)</li>
2018</ul>
2019</div>
2020          </div>
2021        </div>
2022      </div>
2023    </div>
2024    <div class="row experience">
2025      <div class="col-auto text-center flex-column d-none d-sm-flex">
2026        <div class="row h-50">
2027          <div class="col border-right">&nbsp;</div>
2028          <div class="col">&nbsp;</div>
2029        </div>
2030        <div class="m-2">
2031          <span class="badge badge-pill border ">&nbsp;</span>
2032        </div>
2033        <div class="row h-50">
2034          <div class="col border-right">&nbsp;</div>
2035          <div class="col">&nbsp;</div>
2036        </div>
2037      </div>
2038      <div class="col py-2">
2039        <div class="card">
2040          <div class="card-body">
2041            <h4 class="card-title exp-title text-muted mt-0 mb-1">PRISE Fellow</h4>
2042            <h4 class="card-title exp-company text-muted my-0">Harvard University</h4>
2043            <div class="text-muted exp-meta">
2044              Jun 2015 -
2045                Aug 2015
2046                <span class="middot-divider"></span>
2047                <span>Cambridge, MA</span>
2048            </div>
2049            <div class="card-text"><ul>
2050<li>Computed the normal modes of an exponential block-spring system allowing for the definition of a family of Fourier-like
2051discrete transformations from position space to mode space, worked with Howard Georgi and Matthew Schwartz</li>
2052<li>Explored the quantum-to-classical transition through decoherence to a pointer basis, worked with Matthew Reece</li>
2053</ul>
2054</div>
2055          </div>
2056        </div>
2057      </div>
2058    </div>
2059    <div class="row experience">
2060      <div class="col-auto text-center flex-column d-none d-sm-flex">
2061        <div class="row h-50">
2062          <div class="col border-right">&nbsp;</div>
2063          <div class="col">&nbsp;</div>
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2065        <div class="m-2">
2066          <span class="badge badge-pill border ">&nbsp;</span>
2067        </div>
2068        <div class="row h-50">
2069          <div class="col border-right">&nbsp;</div>
2070          <div class="col">&nbsp;</div>
2071        </div>
2072      </div>
2073      <div class="col py-2">
2074        <div class="card">
2075          <div class="card-body">
2076            <h4 class="card-title exp-title text-muted mt-0 mb-1">Trading Intern</h4>
2077            <h4 class="card-title exp-company text-muted my-0"><a href="https://www.janestreet.com/">Jane Street Capital</a></h4>
2078            <div class="text-muted exp-meta">
2079              Jan 2015,
2080                Jan 2016
2081                <span class="middot-divider"></span>
2082                <span>New York, NY</span>
2083            </div>
2084            <div class="card-text"><ul>
2085<li>Studied financial markets</li>
2086<li>Wrote bash program to analyze novel type of options trade</li>
2087<li>Practiced trading in mock simulations</li>
2088</ul>
2089</div>
2090          </div>
2091        </div>
2092      </div>
2093    </div>
2094    <div class="row experience">
2095      <div class="col-auto text-center flex-column d-none d-sm-flex">
2096        <div class="row h-50">
2097          <div class="col border-right">&nbsp;</div>
2098          <div class="col">&nbsp;</div>
2099        </div>
2100        <div class="m-2">
2101          <span class="badge badge-pill border ">&nbsp;</span>
2102        </div>
2103        <div class="row h-50">
2104          <div class="col border-right">&nbsp;</div>
2105          <div class="col">&nbsp;</div>
2106        </div>
2107      </div>
2108      <div class="col py-2">
2109        <div class="card">
2110          <div class="card-body">
2111            <h4 class="card-title exp-title text-muted mt-0 mb-1">Teaching Fellow</h4>
2112            <h4 class="card-title exp-company text-muted my-0">Harvard University Physics Department</h4>
2113            <div class="text-muted exp-meta">
2114              Sep 2014 -
2115                Dec 2015
2116                <span class="middot-divider"></span>
2117                <span>Cambridge, MA</span>
2118            </div>
2119            <div class="card-text"><p>TF for Honors Special Relativity (Physics 16, Fall 2014) taught by Howard Georgi and Quantum Mechanics I (Physics 143a, Fall 2015) taught by Matt Reece</p>
2120<ul>
2121<li>Taught weekly sections</li>
2122<li>Prepared practice problems</li>
2123<li>Organized LaTeX and Mathematica review sessions</li>
2124</ul>
2125</div>
2126          </div>
2127        </div>
2128      </div>
2129    </div>
2130    <div class="row experience">
2131      <div class="col-auto text-center flex-column d-none d-sm-flex">
2132        <div class="row h-50">
2133          <div class="col border-right">&nbsp;</div>
2134          <div class="col">&nbsp;</div>
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2137          <span class="badge badge-pill border ">&nbsp;</span>
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2142        </div>
2143      </div>
2144      <div class="col py-2">
2145        <div class="card">
2146          <div class="card-body">
2147            <h4 class="card-title exp-title text-muted mt-0 mb-1">Summer Intern</h4>
2148            <h4 class="card-title exp-company text-muted my-0">Superconducting Electronics Group, Quantum Computing Collaboration<br>Northrop Grumman Electronic Systems</h4>
2149            <div class="text-muted exp-meta">
2150              May 2014 -
2151                Aug 2014
2152                <span class="middot-divider"></span>
2153                <span>Baltimore, MD</span>
2154            </div>
2155            <div class="card-text">Wrote MATLAB program to interface with existing experimental code base to improve the fidelity of high-speed, precision microwave pulses used for qubit control via calculation of a transfer function and deconvolution methods</div>
2156          </div>
2157        </div>
2158      </div>
2159    </div>
2160    <div class="row experience">
2161      <div class="col-auto text-center flex-column d-none d-sm-flex">
2162        <div class="row h-50">
2163          <div class="col border-right">&nbsp;</div>
2164          <div class="col">&nbsp;</div>
2165        </div>
2166        <div class="m-2">
2167          <span class="badge badge-pill border ">&nbsp;</span>
2168        </div>
2169        <div class="row h-50">
2170          <div class="col border-right">&nbsp;</div>
2171          <div class="col">&nbsp;</div>
2172        </div>
2173      </div>
2174      <div class="col py-2">
2175        <div class="card">
2176          <div class="card-body">
2177            <h4 class="card-title exp-title text-muted mt-0 mb-1">Calculus Course Assistant</h4>
2178            <h4 class="card-title exp-company text-muted my-0">Harvard University Mathematics Department</h4>
2179            <div class="text-muted exp-meta">
2180              Sep 2013 -
2181                Dec 2013
2182                <span class="middot-divider"></span>
2183                <span>Cambridge, MA</span>
2184            </div>
2185            <div class="card-text"><ul>
2186<li>Ran weekly problem sessions</li>
2187<li>Worked one-on-one with students in class and the math question center</li>
2188<li>Graded homework</li>
2189</ul>
2190</div>
2191          </div>
2192        </div>
2193      </div>
2194    </div>
2195    <div class="row experience">
2196      <div class="col-auto text-center flex-column d-none d-sm-flex">
2197        <div class="row h-50">
2198          <div class="col border-right">&nbsp;</div>
2199          <div class="col">&nbsp;</div>
2200        </div>
2201        <div class="m-2">
2202          <span class="badge badge-pill border ">&nbsp;</span>
2203        </div>
2204        <div class="row h-50">
2205          <div class="col border-right">&nbsp;</div>
2206          <div class="col">&nbsp;</div>
2207        </div>
2208      </div>
2209      <div class="col py-2">
2210        <div class="card">
2211          <div class="card-body">
2212            <h4 class="card-title exp-title text-muted mt-0 mb-1">Summer Intern</h4>
2213            <h4 class="card-title exp-company text-muted my-0">Asymmetric Operations Department<br>Research and Exploratory Development Department<br><a href="https://www.jhuapl.edu/">Johns Hopkins University Applied Physics Laboratory</a></h4>
2214            <div class="text-muted exp-meta">
2215              May 2012 -
2216                Aug 2013
2217                <span class="middot-divider"></span>
2218                <span>Laurel, MD</span>
2219            </div>
2220            <div class="card-text"><ul>
2221<li>Investigated electromagnetic properties of high-impedance Sievenpiper metamaterial structures for low-profile RF antenna applications</li>
2222<li>Characterized material properties of magnetic nanoparticle polymers</li>
2223<li>Catalogued dielectric properties of explosive simulant materials for transportation security purposes</li>
2224</ul>
2225</div>
2226          </div>
2227        </div>
2228      </div>
2229    </div>
2230    <div class="row experience">
2231      <div class="col-auto text-center flex-column d-none d-sm-flex">
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2236        <div class="m-2">
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2239        <div class="row h-50">
2240          <div class="col ">&nbsp;</div>
2241          <div class="col">&nbsp;</div>
2242        </div>
2243      </div>
2244      <div class="col py-2">
2245        <div class="card">
2246          <div class="card-body">
2247            <h4 class="card-title exp-title text-muted mt-0 mb-1">Secondary Education</h4>
2248            <h4 class="card-title exp-company text-muted my-0">Century High School</h4>
2249            <div class="text-muted exp-meta">
2250              Aug 2008 -
2251                Jun 2012
2252                <span class="middot-divider"></span>
2253                <span>Sykesville, MD</span>
2254            </div>
2255            <div class="card-text"><ul>
2256<li>National AP Scholar</li>
2257<li>STEM Academy Award</li>
2258<li>Math and Science Content Awards</li>
2259</ul>
2260</div>
2261          </div>
2262        </div>
2263      </div>
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