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20    <title>Muhammad Huzaifa</title>
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22    <meta name="author" content="Muhammad Huzaifa">
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38                <p class="name" style="text-align: center;">
39                  Muhammad Huzaifa
40                </p>
41                <p>
42                I am a doctoral researcher at the
43                <a href="https://cispa.de/en" target="_blank" rel="noopener noreferrer">
44                  CISPA Helmholtz Center for Information Security
45                </a>,
46                where I work closely with
47                <a href="https://profiles.cispa.de/c01thei" target="_blank" rel="noopener noreferrer">
48                  Thorsten Eisenhofer
49                </a>
50                and
51                <a href="https://profiles.cispa.de/c01lesc" target="_blank" rel="noopener noreferrer">
52                  Lea Schönherr
53                </a>.
54                I am passionate about adversarial machine learning, with the goal of developing AI systems that extend human intelligence in a secure and privacy-preserving manner.
55                My current research focuses on the safety and security of generative AI.
56              </p>
57                <p>
58                Prior to my current role, I completed my Master’s degree at
59                <a href="https://mbzuai.ac.ae/" target="_blank" rel="noopener noreferrer">
60                  Mohamed bin Zayed University of Artificial Intelligence (MBZUAI)
61                </a>
62                under the supervision of
63                <a href="https://mbzuai.ac.ae/study/faculty/fahad-khan/" target="_blank" rel="noopener noreferrer">
64                  Prof. Fahad Khan
65                </a>
66                and
67                <a href="https://mbzuai.ac.ae/study/faculty/salman-khan/" target="_blank" rel="noopener noreferrer">
68                  Prof. Salman Khan
69                </a>.
70                During this time, my research spanned multimodal representation learning, the robustness of vision models, and the adaptation of vision-language models to low-data settings, including few-shot and zero-shot scenarios.
71                Before that, I earned my undergraduate degree in Electrical Engineering from NUST, Islamabad.
72                Along the way, I also worked as a researcher at the
73                <a href="https://tuebingen.ai/" target="_blank" rel="noopener noreferrer">
74                  Tübingen AI Center
75                </a>
76                and
77                <a href="https://mbzuai.ac.ae/" target="_blank" rel="noopener noreferrer">
78                  MBZUAI
79                </a>.
80              <p style="margin-top: 12px; margin-bottom: 0px; color: #287489;">
81                I am always open to collaborations and discussions on research, security, privacy, or related topics. Feel free to
82                <a href="mailto:[email protected]" style="color: #2d23ea;">email me</a>.
83              </p>
84                <p style="text-align:center">
85                  <a href="mailto:[email protected]">Email</a> &nbsp;/&nbsp;
86                  <a href="https://www.linkedin.com/in/muhammad-huzaifa--/">Linkedin</a> &nbsp;/&nbsp;
87                  <a href="https://github.com/Muhammad-Huzaifaa">Github</a>&nbsp;/&nbsp;
88                  <a href="https://scholar.google.com/citations?user=V7hTDxQAAAAJ&hl=en">Scholar</a> &nbsp;/&nbsp;
89                  <!-- <a href="data/Resume.pdf">CV</a>&nbsp;/&nbsp; -->
90                  <a href="https://twitter.com/huzaifa2k50">Twitter</a> &nbsp;/&nbsp;
91                  <a href="https://bsky.app/profile/mhuxaifa.bsky.social">Bluesky</a>
92                </p>
93              </td>
94              <td style="padding:2.5%;width:26%;max-width:26%">
95              <a href="data/profile_pic.jpg">
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122    
123          <!-- <table width="100%" align="center" border="0" cellspacing="0" cellpadding="20" > -->
124            <tr>
125              <td width="20%" valign="middle">
126                <a href="https://cispa.de/en"><img src="data/cispa.png" width="100"></a>
127              </td>
128              <td width="20%" valign="middle">
129                <a href="https://www.uni-saarland.de/en/home.html"><img src="data/uds.png" width="100"></a>
130              </td>
131              <td width="20%" valign="middle">
132                <a href="https://tuebingen.ai/"><img src="data/ai_center.png" width="100"></a></td>
133              </td>
134              <td width="20%" valign="middle">
135                <a href="https://mbzuai.ac.ae/"><img src="data/mbzuai.png" width="100"></a></td>
136              </td>
137              <td width="20%" valign="middle">
138                <a href="https://nust.edu.pk/"><img src="data/NUST-logo.png" width="100"></a></td>
139              </td>
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149            <td colspan="2" style="padding:16px 2.5% 0 2.5%;">
150              <h2 style="margin:0 0 10px 0;">News</h2>
151
152              <div class="news-box">
153                <div class="news-scroll">
154
155				  <div class="collapsible-header"><span style="color: #2563eb; font-weight: 600;">[2026-09]</span> Released <b>Safety of Latent Communication in Multi-Agent Systems</b> on <a href="https://arxiv.org/abs/2609.39788">arXiv</a>. Code coming soon.</div>
156                  <div class="collapsible-header"><span style="color: #2563eb; font-weight: 600;">[2026-09]</span> Released <b>WISE-ATTA</b> on <a href="https://arxiv.org/abs/2609.37687">arXiv</a> with <a href="https://github.com/Muhammad-Huzaifaa/WISE-ATTA">code</a>.</div>
157				  <div class="collapsible-header"><span style="color: #2563eb; font-weight: 600;">[2026-05]</span> Started my <b>PhD at CISPA</b>.</div>
158                  <div class="collapsible-header"><span style="color: #2563eb; font-weight: 600;">[2026-04]</span> One paper accepted at the <b>GRAIL-V Workshop, CVPR 2026</b>.</div>
159                  <div class="collapsible-header"><span style="color: #2563eb; font-weight: 600;">[2026-02]</span> One paper accepted to the <b>CVPR 2026 main track</b>.</div>
160                  <div class="collapsible-header"><span style="color: #2563eb; font-weight: 600;">[2025-11]</span> Started a <b>Research Assistant</b> position at <b>CISPA</b> under <b>Prof. Thorsten Eisenhofer</b>.</div>
161                  <div class="collapsible-header"><span style="color: #2563eb; font-weight: 600;">[2025-07]</span> Started a <b>Research Assistant</b> position at the <b>Tübingen AI Center</b> under <b>Prof. Hilde Kuehne</b>.</div>
162                  <div class="collapsible-header"><span style="color: #2563eb; font-weight: 600;">[2025-07]</span> <b>TTA</b> accepted at <b>WACV 2025</b>.</div>
163                  <div class="collapsible-header"><span style="color: #2563eb; font-weight: 600;">[2025-06]</span> <b>ObjectCompose</b> received an <b>Honorable Mention for Best Paper</b> at <b>ACCV 2024</b>.</div>
164                  <div class="collapsible-header"><span style="color: #2563eb; font-weight: 600;">[2025-06]</span> <b>ObjectCompose</b> accepted at <b>ACCV 2024</b>.</div>
165                  <div class="collapsible-header"><span style="color: #2563eb; font-weight: 600;">[2025-02]</span> <b>Defensive Diffusion</b> accepted at <b>MIUA 2023</b>.</div>
166                  <div class="collapsible-header"><span style="color: #2563eb; font-weight: 600;">[2025-02]</span> Awarded a <b>fully funded Master’s scholarship</b> at <b>MBZUAI</b>.</div>
167
168                </div>
169              </div>
170            </td>
171          </tr>
172  
173
174
175    <!-- Selected Publications header -->
176    <tr>
177      <td colspan="2" style="padding:16px 2.5% 6px 2.5%;">
178        <div style="display:flex; justify-content:space-between; align-items:baseline; gap:12px; flex-wrap:wrap;">
179          <h2 style="margin:0;">Selected Publications</h2>
180          <!-- optional link -->
181          <a href="https://scholar.google.com/citations?user=V7hTDxQAAAAJ&hl=en" target="_blank" rel="noopener noreferrer">Full publication list →</a>
182        </div>
183      </td>
184    </tr>
185
186   <!-- Latent Communication Safety -->
187        <tr>
188          <td style="padding:16px;width:20%;vertical-align:middle">
189            <div class="one">
190              <img src="data/latent_safety.png" width="160" style="padding-top:30px;">
191            </div>
192          </td>
193          <td style="padding:8px;width:80%;vertical-align:middle">
194            <a href="https://arxiv.org/abs/2609.39788">
195              <span class="papertitle">Safety of Latent Communication in Multi-Agent Systems</span>
196            </a>
197            <br>
198            <strong>Muhammad Huzaifa</strong>,
199            Sina Mavali,
200            <a href="https://profiles.cispa.de/c01thei" target="_blank" rel="noopener noreferrer">Thorsten Eisenhofer</a>
201            <br>
202            <em>arXiv</em>, 2026
203            <br>
204            <a href="https://arxiv.org/abs/2609.39788" target="_blank" rel="noopener noreferrer">arXiv</a> /
205            <a href="https://github.com/Muhammad-Huzaifaa/latent-safety" target="_blank" rel="noopener noreferrer">code</a>
206            <p></p>
207            <p>We show that learned latent communication links can compromise the safety of multi-agent systems built from safety-aligned agents, and that updating the links alone can repair them.</p>
208          </td>
209        </tr>
210 
211    <!-- WISE-ATTA -->
212        <tr>
213          <td style="padding:16px;width:20%;vertical-align:middle">
214            <div class="one">
215              <img src="data/wise_atta.png" width="160" style="padding-top:30px;">
216            </div>
217          </td>
218          <td style="padding:8px;width:80%;vertical-align:middle">
219            <a href="https://arxiv.org/abs/2609.37687">
220              <span class="papertitle">WISE-ATTA: When to Ask for Labels in Budgeted Active Test-Time Adaptation</span>
221            </a>
222            <br>
223            <strong>Muhammad Huzaifa</strong>,
224            <a href="https://profiles.cispa.de/c01lesc" target="_blank" rel="noopener noreferrer">Lea Schönherr</a>,
225            <a href="https://profiles.cispa.de/c01thei" target="_blank" rel="noopener noreferrer">Thorsten Eisenhofer</a>
226            <br>
227            <em>arXiv</em>, 2026
228            <br>
229            <a href="https://arxiv.org/abs/2609.37687" target="_blank" rel="noopener noreferrer">arXiv</a> /
230            <a href="https://github.com/Muhammad-Huzaifaa/WISE-ATTA" target="_blank" rel="noopener noreferrer">code</a>
231            <p></p>
232            <p>WISE-ATTA decides online when to request labels under a fixed annotation budget, matching or outperforming recent active test-time adaptation methods with far fewer labels.</p>
233          </td>
234        </tr>
235
236    <!-- Paper 1 -->
237
238        <tr onmouseout="visualoverload_start()" onmouseover="visualoverload_start()">
239              <td style="padding:16px;width:20%;vertical-align:middle">
240                <div class="one">
241                  <img src="data/visual-overload.png" width="160" style="padding-top:30px;">
242                </div>
243              </td>
244              <td style="padding:8px;width:80%;vertical-align:middle">
245                <a href="https://paulgavrikov.github.io/visualoverload/">
246                  <span class="papertitle">VisualOverload: Probing Visual Understanding of VLMs in Really Dense Scenes</span>
247                </a>
248                <br>
249                <a href="https://scholar.google.com/citations?hl=en&user=cshJtrQAAAAJ" target="_blank" rel="noopener noreferrer">Paul Gavrikov</a>,
250                <a href="https://scholar.google.com/citations?hl=en&user=JJRr8c8AAAAJ" target="_blank" rel="noopener noreferrer">Wei Lin</a>,
251                <a href="https://scholar.google.com/citations?hl=en&user=cES2rkAAAAAJ" target="_blank" rel="noopener noreferrer">M. Jehanzeb Mirza</a>,
252                <a href="https://scholar.google.com/citations?hl=en&user=oA25i6QAAAAJ" target="_blank" rel="noopener noreferrer">Soumya Jahagirdar</a>,
253                <strong>Muhammad Huzaifa</strong>,
254                <a href="https://scholar.google.com/citations?hl=iw&user=ER4dt8cAAAAJ" target="_blank" rel="noopener noreferrer">Sivan Doveh</a>,
255                <a href="https://scholar.google.com/citations?hl=en&user=Tw2m5kUAAAAJ" target="_blank" rel="noopener noreferrer">Serena Yeung-Levy</a>,
256                <a href="https://scholar.google.com/citations?hl=en&user=pfGI-KcAAAAJ" target="_blank" rel="noopener noreferrer">James Glass</a>,
257                <a href="https://scholar.google.com/citations?hl=en&user=pxhCcH0AAAAJ" target="_blank" rel="noopener noreferrer">Hilde Kuehne</a>
258                <br>
259                <em>CVPR</em>, 2026
260                <br>
261                <a href="https://arxiv.org/abs/2509.25339" target="_blank" rel="noopener noreferrer">arXiv</a> /
262                <a href="https://github.com/paulgavrikov/visualoverload" target="_blank" rel="noopener noreferrer">code</a> /
263                <a href="https://paulgavrikov.github.io/visualoverload/" target="_blank" rel="noopener noreferrer">project page</a> /
264                <p></p>
265                <p>VisualOverload introduces a dense-scene benchmark for probing detailed visual understanding in vision-language models, revealing substantial performance gaps on crowded, high-detail images.</p>
266              </td>
267            </tr>
268
269                <!-- Paper 2 -->
270
271            <tr onmouseout="objectcompose_start()" onmouseover="objectcompose_start()">
272          <td style="padding:16px;width:20%;vertical-align:middle">
273            <div class="one">
274              <img src="data/objectcompose.jpg" width="160" style="padding-top:30px;">
275            </div>
276          </td>
277          <td style="padding:8px;width:80%;vertical-align:middle">
278            <a href="https://muhammad-huzaifaa.github.io/ObjectC
278ompose/">
279              <span class="papertitle">ObjectCompose: Evaluating Resilience of Vision-Based Models on Object-to-Background Compositional Changes</span>
280            </a>
281            <br>
282            <a href="https://scholar.google.com/citations?hl=en&user=2Ft7r4AAAAAJ" target="_blank" rel="noopener noreferrer">Hashmat Shadab Malik</a>*,
283            <strong>Muhammad Huzaifa</strong>*,
284            <a href="https://scholar.google.com/citations?hl=en&user=tM9xKA8AAAAJ" target="_blank" rel="noopener noreferrer">Muzammal Naseer</a>,
285            <a href="https://scholar.google.com/citations?hl=en&user=M59O9lkAAAAJ" target="_blank" rel="noopener noreferrer">Salman Khan</a>,
286            <a href="https://scholar.google.com/citations?hl=en&user=zvaeYnUAAAAJ" target="_blank" rel="noopener noreferrer">Fahad Shahbaz Khan</a>
287            <br>
288            <em >ACCV</em>, 2024
289            <strong style="color: #dc2626;">(Best Student Paper Honorable Mention)</strong>
290            <br>
291            <a href="https://arxiv.org/abs/2403.04701" target="_blank" rel="noopener noreferrer">arXiv</a> /
292            <a href="https://github.com/Muhammad-Huzaifaa/ObjectCompose" target="_blank" rel="noopener noreferrer">code</a> /
293            <a href="https://muhammad-huzaifaa.github.io/ObjectCompose/" target="_blank" rel="noopener noreferrer">project page</a> /          
294            <p></p>
295            <p>ObjectCompose evaluates how robust vision-based models are to object-to-background compositional shifts, providing a benchmark for studying context sensitivity in modern visual recognition systems.</p>
296          </td>
297        </tr>
298
299        
300<!--
301        Paper 3 — EFSA (hidden)
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305              <img src="data/efsa.jpg" width="160" style="padding-top:30px;">
306            </div>
307          </td>
308          <td style="padding:8px;width:80%;vertical-align:middle">
309            <a href="https://arxiv.org/abs/2412.00139">
310              <span class="papertitle">EFSA: Episodic Few-Shot Adaptation for Text-to-Image Retrieval</span>
311            </a>
312            <br>
313            <strong>Muhammad Huzaifa</strong>,
314            <a href="https://scholar.google.com/citations?hl=en&user=Br-FqfIAAAAJ" target="_blank" rel="noopener noreferrer">Yova Kementchedjhieva</a>
315            <br>
316            <em>CVPRW</em>, 2026
317            <br>
318            <a href="https://arxiv.org/abs/2412.00139" target="_blank" rel="noopener noreferrer">arXiv</a> /
319            <a href="https://github.com/Muhammad-Huzaifaa/EFSA" target="_blank" rel="noopener noreferrer">code</a> /
320
321            <p></p>
322            <p>EFSA proposes a test-time episodic few-shot adaptation framework for open-domain text-to-image retrieval, improving robustness across diverse query domains and hard negatives.</p>
323          </td>
324        </tr>
325-->
326
327
328
329          </tbody></table>
330
331          
332					<table style="width:100%; margin:0 auto; border:0; border-spacing:0; padding:16px;"><tbody>
333            <tr>
334              <td>
335                <h2>Miscellanea</h2>
336              </td>
337            </tr>
338          </tbody></table>
339          <table style="width:100%;border:0px;border-spacing:0px;border-collapse:separate;margin-right:auto;margin-left:auto;"><tbody>
340            
341            <!-- <tr>
342              <td align="center" style="padding:16px;width:20%;vertical-align:middle">
343						     <div class="colored-box" style="background-color: #aaba9e;">
344                  <h2>Experience</h2>
345                </div>
346                </td>
347                <td style="padding:8px;width:80%;vertical-align:center">
348                  <a href="https://tech.facebook.com/reality-labs/">Meta</a>, Research Intern - Meta Reality Labs.
349                  <br>
350                  <a href="https://www.logitech.com/en-ch">Logitech</a>, Research Intern - Immersive Video Conferencing.
351                  <br>
352                  <a href="https://www.agile-robots.com">Agile Robots AG</a>, Research Intern - Applied Machine Learning.
353                  <br>
354                  <a href="https://www.mpe.mpg.de/index">
354Max Planck Institute</a>, Research Intern - Deep Learning on FPGA.
355                  <br>
356                  <a href="https://www.bmwgroup.com/en/general/approach-autonomous-driving-campus.html">BMW Group, Autonomous Driving Campus</a>, Research Intern – HW/SW Optimization of CNNs.
357                  <br>
358                  <a href="https://www.gehealthcare.com">GE-Healthcare</a> Intern – Software Development and Testing.
359                  <br>
360                  <a href="https://www.siemens.com">Siemens AG</a> Research Intern – Deep Learning Model Deployment.
361                  <br>
362                  <a href="https://www.intel.com">Intel</a> Working Student – Software Development.
363                </td>                
364            </tr> -->
365
366            <!-- <tr>
367              <td align="center" style="padding:16px;width:20%;vertical-align:middle">
368						     <div class="colored-box" style="background-color: #fcb97d;">
369								 <h2>Supervised Students</h2>
370								 </div>
371              </td>
372              <td style="padding:8px;width:80%;vertical-align:middle">
373                
374                <a href="https://ckli.alphaxiv.io/">Chengkun Li</a>(Now PhD Student at EPFL)
375                 [Modular Quantization for Object Detection.]
376                <br>
377                <a href="https://robertflame.github.io/Homepage/">Ziqi Zhao</a> (Now PhD Student at HKU).
378                 [Modular Quantization for 6D pose.]
379                <br>
380                <a href="mailto:[email protected]">Ahmad Jarrar Khan</a>(Master Student at EPFL)
381                [Compressed Gaussians for Dynamic 3D scenes.]
382               <br>
383                <a href="https://www.aubep.ch/entreprise/equipe-aubep">Kepler Warrington-Arroyo</a> (Consultant, Aubep)
384                [Vision Language Model compression].
385                <br>
386              </td>
387            </tr> -->
388
389
390            
391
392            <tr>
393              <td align="center" style="padding:16px;width:20%;vertical-align:middle">
394						     <div class="colored-box" style="background-color: #c6b89e;">
395								 <h2>Academic Service</h2>
396								 </div>
397              </td>
398              <td style="padding:8px;width:80%;vertical-align:center">
399                <a href="https://cvpr.thecvf.com/">Reviewer, CVPR 2025, 2026</a>
400                <br>
401                <a href="https://eccv.ecva.net/">Reviewer, ECCV 2024, 2026</a>
402                <br>
403                <a href="https://neurips.cc/">Reviewer, NeurIPS 2026</a>
404                <br>
405                <a href="https://iccv2023.thecvf.com/">Reviewer, ICCV 2025</a>
406                <br>
407                <a href="https://wacv.thecvf.com/">Reviewer, WACV 2025, 2026</a>
408                <br>
409              </td>
410            </tr>
411						
412						
413           
414            <tr>
415              <td align="center" style="padding:16px;width:20%;vertical-align:middle">
416						     <div class="colored-box" style="background-color: #edd892;">
417								 <h2>Teaching Assistant</h2>
418								 </div>
419              </td>
420              <td style="padding:8px;width:80%;vertical-align:center">
421                <a>Foundations of Artificial Intelligence AI701 (MBZUAI)</a>, Fall 2023.
422                <br>
423                <a>Introduction to Machine Learning ML701 (MBZUAI)</a>, Fall 2023.
424                <br>
425                <a>Deep Learning AI-702 (MBZUAI)</a>, Spring 2023.
426              </td>
427            </tr>
428            
429          </tbody></table>
430          <table style="width:100%;border:0px;border-spacing:0px;border-collapse:separate;margin-right:auto;margin-left:auto;"><tbody>
431            <tr>
432              <!-- <td style="padding:0px">
433                <br>
434                <p style="text-align:right;font-size:small;">
435                   <a href="https://github.com/jonbarron/jonbarron_website">Template source code</a>. 
436                </p>
437              </td> -->
438            </tr>
439          </tbody></table>
440        </td>
441      </tr>
442    </table>
443  </body>
444</html>

Line numbers count LF bytes from the start of the resource, as the search results do. Vendor segments are library code the classifier recognised; they are stored but not indexed. Bytes are shown as Latin1 characters, one per byte.