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13 14 <meta charset="utf-8"> 15 <meta http-equiv="X-UA-Compatible" content="IE=edge"> 16 <title>Ning Zheng</title> 17 <meta name="viewport" content="width=device-width, initial-scale=1"> 18 <link rel="icon" type="image/png" href="images/nd.png" /> 19 <link rel="stylesheet" 20 href="https://fonts.googleapis.com/css2?family=Carlito:wght@400;700&family=Instrument+Serif:ital@0;1&display=swap"> 21 <link rel="stylesheet" href="css/animate.css"> 22 <link rel="stylesheet" href="css/et-lineicons.css"> 23 <link rel="stylesheet" href="css/themify-icons.css"> 24 <link rel="stylesheet" href="css/bootstrap.css"> 25 <link rel="stylesheet" href="css/magnific-popup.css"> 26 <link rel="stylesheet" href="css/YouTubePopUp.css"> 27 <link rel="stylesheet" href="css/owl.carousel.min.css"> 28 <link rel="stylesheet" href="css/owl.theme.default.min.css"> 29 <link rel="stylesheet" href="css/style.css"> 30 <!-- FOR IE9 below --> 31 <!--[if lt IE 9]> 32
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32 33 <![endif]--> 34</head> 35 36<body> 37 <a class="skip-link" href="#lonon-main">Skip to main content</a> 38 <p class="sr-only" id="sr-summary"> 39 Personal website of Ning Zheng, Applied Scientist II at Amazon. Includes research focus, projects, news, and publications. 40 </p> 41 <header class="orbit-nav"> 42 <div class="orbit-brand"> 43 <a class="orbit-bot" href="#" aria-label="Ning's bot"> 44 <span class="orbit-bot-ascii" aria-hidden="true">[:: My Bot ::] </span> 45 </a> 46 </div> 47 <nav class="orbit-links" aria-label="Primary"> 48 <a href="#about">About</a> 49 <a href="#research">Research</a> 50 <!-- <a href="#news">News</a> --> 51 <a href="#publications">Publications</a> 52 <a href="resources/CV_Zheng_Ning.pdf">CV</a> 53 </nav> 54 <div class="orbit-cta" aria-label="Quick actions"> 55 <!-- <a class="orbit-btn orbit-btn-outline" href="mailto:[email protected]">Email</a> --> 56 <button class="orbit-btn orbit-btn-outline orbit-icon-btn orbit-theme-toggle" id="theme-toggle" type="button" aria-pressed="false" aria-label="Toggle day and night mode"> 57 <span class="theme-icon theme-icon--moon" aria-hidden="true"> 58 <svg viewBox="0 0 24 24" role="img" aria-hidden="true"><path d="M21 14.5a8.5 8.5 0 0 1-11.5-11.5 9 9 0 1 0 11.5 11.5Z" fill="currentColor"/></svg> 59 </span> 60 <span class="theme-icon theme-icon--sun" aria-hidden="true"> 61 <svg viewBox="0 0 24 24" role="img" aria-hidden="true"><path d="M12 4V2m0 20v-2m8-8h2M2 12h2m12.95 6.95 1.41 1.41M5.64 5.64 4.22 4.22m0 15.56 1.41-1.41m12.72-12.72 1.41-1.41M12 7a5 5 0 1 0 0 10 5 5 0 0 0 0-10Z" stroke="currentColor" stroke-width="1.5" fill="none" stroke-linecap="round"/></svg> 62 </span> 63 </button> 64 <button class="orbit-btn orbit-btn-outline orbit-icon-btn orbit-a11y-toggle" id="a11y-toggle" type="button" aria-pressed="false" aria-label="Toggle accessibility mode"> 65 <span class="a11y-icon" aria-hidden="true"> 66 <svg viewBox="0 0 24 24" role="img" aria-hidden="true"><path d="M12 4.5a2 2 0 1 0 0 4 2 2 0 0 0 0-4Zm8 5.5H4m6 3v7m4-7v7m-6-7-3 6m12-6 3 6" stroke="currentColor" stroke-width="1.5" fill="none" stroke-linecap="round" stroke-linejoin="round"/></svg> 67 </span> 68 </button> 69 </div> 70 </header> 71 <span class="sr-only" id="theme-status" aria-live="polite"></span> 72 <span class="sr-only" id="a11y-status" aria-live="polite"></span> 73 74 <!-- Progress scroll totop --> 75 <div class="progress-wrap cursor-pointer"> 76 <svg class="progress-circle svg-content" width="100%" height="100%" viewBox="-1 -1 102 102"> 77 <path d="M50,1 a49,49 0 0,1 0,98 a49,49 0 0,1 0,-98" /> 78 </svg> 79 </div> 80 <div id="lonon-page"> 81 <!-- Sidebar Section --> 82 <a href="#" class="js-lonon-nav-toggle lonon-nav-toggle"><i></i></a> 83 <aside id="lonon-aside"> 84 <!-- Logo --> 85 <h1 id="lonon-logo"> 86 <img src="images/me.png" alt=""><br /><br /> 87 <a href="index.html">Ning Zheng</a> | <a>å® æ¿</a> 88 <br /><br /> 89 <span style="font-family: Calibri; color: grey">Applied Scientist II</span> 90 <br /> 91 <span style="font-family: Calibri; color: grey">Amazon (P13N)</span> 92 </h1> 93 <!-- Menu --> 94 <nav class="lonon-main-menu"> 95 <ul style="text-align: center;"> 96 <li class="active"><a href='index.html'>Home</a></li> 97 <!-- <li><a href='about.html'>About</a></li> --> 98 <!-- <li><a href='services.html'>Services</a></li> --> 99 <!-- <li class="lonon-sub"><a href="#0">Pages</a> 100 <ul> 101 <li><a href="pricing.html">Pricing Plan</a></li> 102 <li><a href="team.html">Team</a></li> 103 <li><a href="image-gallery.html">Image Gallery</a></li> 104 <li><a href="video-gallery.html">Video Gallery</a></li> 105 <li><a href="faqs.html">Faqs</a></li> 106 <li><a href="404.html">404 Page</a></li> 107 </ul> 108 </li> --> 109 <li><a href="resources/CV_Zheng_Ning.pdf">CV</a></li> 110 <!-- <li><a href='blog.html'>Blog</a></li> --> 111 <!-- <li><a href='contact.html'>Contact</a></li> --> 112 </ul> 113 </nav> 114 <!-- Sidebar Footer --> 115 <div class="lonon-footer"> 116 <ul> 117 <li> <a href="mailto:[email protected]"><i class="ti-email gray-icon" icon-color></i></a></li> 118 <li><a href="https://twitter.com/realningzheng"><i class="ti-twitter-alt gray-icon"></i></a></li> 119 <li><a href="https://www.linkedin.com/in/realningzheng"><i class="ti-linkedin gray-icon"></i></a> 120 <!-- </li> --> 121 <!-- <li><a href="https://www.instagram.com/_zzzning/"><i class="ti-instagram gray-icon"></i></a></li> --> 122 </ul> 123 <p><small>© Ning Zheng <a href="#">Last updated: Feb 2026</a></small></p> 124 </div> 125 </aside> 126 <!-- Main Section --> 127 <div id="lonon-main" role="main"> 128 <section class="a11y-panel" aria-label="Accessibility summary"> 129 <h2>Accessibility Mode</h2> 130 <p>High-contrast, large-type, low-motion layout with direct navigation for non-visual and low-vision readers.</p> 131 <ul> 132 <li><a href="#about">Jump to About</a></li> 133 <li><a href="#research">Jump to Research Systems</a></li> 134 <!-- <li><a href="#news">Jump to News</a></li> --> 135 <li><a href="#publications">Jump to Publications</a></li> 136 </ul> 137 </section> 138 <section class="orbit-hero" id="top"> 139 <div class="container"> 140 <div class="orbit-hero-grid"> 141 <div class="orbit-hero-text orbit-hero-text--avatar"> 142 <div class="orbit-lede-wrap"> 143 <div class="orbit-lede-avatar"> 144 <img src="images/me.png" alt="Portrait of Ning Zheng"> 145 </div> 146 <p> 147 Hi!ððð I'm Ning Zheng (宿¿), currently an Applied Scientist at Amazon <img src="images/amazon-icon.svg" alt="Amazon" style="width: auto; height: 1em;"/>, P13N, building generative recommendation systems and intent understanding algorithms for Amazon homepage. I obtained my Ph.D. in Computer Science and Human-Computer Interaction (HCI) at the 148 <a href="https://cse.nd.edu/">University of Notre Dame</a> <img src="images/nd.png" alt="Notre Dame" style="width: auto; height: 1em;"/> with 149 <a href="https://toby.li/">Prof. Toby Jia-Jun Li</a>. 150 My Ph.D. research focused on building multimodal human-AI collaboration systems for augmenting user cognitive capabilities. 151 </p> 152 <p> 153 Previously worked at Adobe <img src="images/adobe_logo.svg" alt="adobe_logo" style="width: auto; height: 1em;"/> 154 and Microsoft <img src="images/microsoft_logo.svg" alt="Microsoft" style="width: auto; height: 1em;"/> 155 as a research scientist intern. 156 </p> 157 </div> 158 <div class="orbit-hero-social"> 159 <a class="orbit-social" href="mailto:[email protected]" aria-label="Email"> 160 <i class="ti-email"></i> 161 </a> 162 <a class="orbit-social" href="https://twitter.com/realningzheng" aria-label="Twitter"> 163 <i class="ti-twitter-alt"></i> 164 </a> 165 <a class="orbit-social" href="https://www.linkedin.com/in/realningzheng" aria-label="LinkedIn"> 166 <i class="ti-linkedin"></i> 167 </a> 168 <!-- <a class="orbit-social" href="https://www.instagram.com/_zzzning/" aria-label="Instagram"> 169 <i class="ti-instagram"></i> 170 </a> --> 171 </div> 172 </div> 173 <!-- <div class="orbit-hero-cards"> 174 <div class="orbit-card"> 175 <div class="orbit-card-label">Research Interests</div> 176 <ul> 177 <li>Generative recommendation and agent</li> 178 <li>Multimodal (Audio and Visual) Interfaces</li> 179 <li>Human-Centered AI</li> 180 <li>Accessibility</li> 181 </ul> 182 </div> 183 </div> --> 184 </div> 185 </div> 186 </section> 187 188 <!-- About --> 189 <section id="about" class="orbit-section"> 190 <div class="container"> 191 <!-- <div class="orbit-section-header"> 192 <h2>About</h2> 193 <p>
193Applied scientist with a background in HCI and multimodal AI.</p> 194 </div> --> 195 <div class="orbit-split"> 196 <!-- <div class="orbit-panel"> 197 <h3>Background</h3> 198 <p> 199 Trained in Computer Science and Engineering at the 200 <a href="https://cse.nd.edu/">University of Notre Dame</a> with 201 <a href="https://toby.li/">Prof. Toby Jia-Jun Li</a>. Dual B.Eng. degrees in Electrical 202 and Electronic Engineering from <a href="https://en.uestc.edu.cn/">UESTC</a> and the 203 <a href="https://www.gla.ac.uk/">University of Glasgow</a>. 204 </p> 205 <p> 206 Previously at Adobe <img src="images/adobe_logo.svg" alt="adobe_logo" style="width: auto; height: 1em;"/> 207 and Microsoft <img src="images/microsoft_logo.svg" alt="Microsoft" style="width: auto; height: 1em;"/> 208 as a research scientist intern. 209 </p> 210 </div> --> 211 <!-- <div class="orbit-panel"> 212 <h3>What I Work On</h3> 213 <ul class="orbit-list"> 214 <li>Generative recommenders and ranking for continuous shopping journeys.</li> 215 <li>LLM-based user modeling and personalization at scale.</li> 216 <li>Multimodal understanding across visual, audio, and text.</li> 217 <li>Human-AI interaction and accessible, trustworthy systems.</li> 218 </ul> 219 </div> --> 220 </div> 221 </div> 222 </section> 223 <section id="research" class="orbit-section orbit-section-alt"> 224 <div class="container"> 225 <div class="orbit-section-header"> 226 <h2>Research Prototypes</h2> 227 <p>Selected projects during my Ph.D.</p> 228 </div> 229 <div class="orbit-scroll-container"> 230 <article class="orbit-tile"> 231 <div class="orbit-tile-thumb"> 232 <img src="images/projects/aroma.png" alt="AROMA system thumbnail"> 233 </div> 234 <h4>AROMA</h4> 235 <p>Mixed-initiative AI assistance for non-visual cooking from videos.</p> 236 <a href="https://dl.acm.org/doi/abs/10.1145/3746059.3747650">Read the paper</a> 237 </article> 238 <article class="orbit-tile"> 239 <div class="orbit-tile-thumb"> 240 <img src="images/projects/agentpbd.png" alt="AgentPbD system thumbnail"> 241 </div> 242 <h4>Agent PbD</h4> 243 <p>Agentic workflow generation from user demonstrations on web browsers.</p> 244 <a href="https://arxiv.org/abs/2510.10049">Read the paper</a> 245 </article> 246 <article class="orbit-tile"> 247 <div class="orbit-tile-thumb"> 248 <img src="images/projects/peanut.png" alt="PEANUT system thumbnail"> 249 </div> 250 <h4>PEANUT</h4> 251 <p>Human-AI collaboration for multimodal video annotation.</p> 252 <a href="https://arxiv.org/abs/2307.15167">Read the paper</a> 253 </article> 254 <article class="orbit-tile"> 255 <div class="orbit-tile-thumb"> 256 <img src="images/projects/spica.png" alt="SPICA system thumbnail"> 257 </div> 258 <h4>SPICA</h4> 259 <p>Interactive audio descriptions for blind and low-vision viewers.</p> 260 <a href="https://arxiv.org/abs/2402.07300">Read the paper</a> 261 </article> 262 <article class="orbit-tile"> 263 <div class="orbit-tile-thumb"> 264 <img src="images/projects/mimosa.png" alt="MIMOSA system thumbnail"> 265 </div> 266 <h4>MIMOSA</h4> 267 <p>Human-AI co-creation of spatial audio effects for video.</p> 268 <a href="https://arxiv.org/abs/2404.15107">Read the paper</a> 269 </article> 270 </div> 271 </div> 272 </section> 273 274 <div class="divider1"></div> 275 276 <!-- News Section (commented out) 277 <section id="news" class="section-padding animate-box" data-animate-effect="fadeInUp" style="height: 50vh; overflow: hidden; position: relative; transition: height 0.3s ease;"> 278 <button onclick="toggleSection(this)" style="position: absolute; bottom: 0; left: 50%; transform: translateX(-50%); background: #fff; border: 1px solid #ddd; padding: 5px 15px; cursor: pointer;">
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290 291 <div class="container"> 292 <div class="row"> 293 <div class="col-md-12"> 294 <div class="section-title">News</div> 295 </div> 296 </div> 297 <div class="row"> 298 <div class="col-md-10"> 299 <ul class="recent"> 300 <li> 301 <b>06/2024</b> 302 <p>ð Our paper: "Developer Behaviors in Validating 303 and Repairing LLM-Generated Code Using IDE and Eye Tracking" got accepted by <a href="https://conf.researchr.org/track/vlhcc-2024/vlhcc-2024-research-papers?">VL/HCC 2024</a>! 304 Check the preprint <a href="https://arxiv.org/pdf/2405.16081">here</a>. 305 </p> 306 </li> 307 <li> 308 <b>05/2024</b> 309 <p>ð One paper got accepted by DIS 2024! We presented <a 310 href="https://arxiv.org/abs/2311.05867"> PodReels</a>, a human-AI 311 co-creative tool that works with Adobe Pr to help podcasters create video 312 teasers for social media by streamlining the clip selection and editing process. 313 </p> 314 </li> 315 <li> 316 <b>04/2024</b> 317 <p>ð One paper got accepted by C&C 2024! We presented <a 318 href="https://arxiv.org/abs/2404.15107"> MIMOSA</a>, an interactive tool 319 that works with Adobe Pr to allow video creators to generate and manipulate 320 spatial audio effects for videos. </p> 321 </li> 322 <li> 323 <b>02/2024</b> 324 <p>ð£ Excited to share that I will be working at <a 325 href="https://www.microsoft.com/en-us/research/">Microsoft Research</a> <img src="images/microsoft_logo.svg" alt="Microsoft" style="width: auto; height: 1em; "/> as a 326 research intern this summer! I am collaborating with the <a 327 href="https://www.microsoft.com/en-us/research/group/epic/">EPIC</a> group! 328 </p> 329 </li> 330 <li> 331 <b>01/2024</b> 332 <p>ð Our paper got accepted by CHI 2024! We presented <a 333 href="https://sites.google.com/nd.edu/spica"> SPICA</a>, a system to facilitate 334 interactive video consumption experience for blind or low-vision viewers. See 335 you in Hawaii ðï¸</p> 336 </li> 337 <li> 338 <b>01/2024</b> 339 <p>ð Our paper got accepted by <a href="https://dl.acm.org/journal/tiis">TiiS</a>. 340 We extended our previous research at IUI'23 with new experiments on large 341 language models (GPT-4) and a root cause analysis of the model attention and 342 human attention. Check the preprint <a 343 href="https://arxiv.org/abs/2402.07304">here</a>.</p> 344 </li> 345 <li> 346 <b>12/2023</b> 347 <p>âï¸ The official website of <a href="https://hci.nd.edu/">ND HCI</a> is out! Come 348 and meet the brilliant minds at Notre Dame! Go Irish!</p> 349 </li> 350 <li> 351 <b>10/2023</b> 352 <p>ð Our paper on <a href="https://arxiv.org/abs/2305.07372"> Interactive 353 Text-to-SQL Generation</a> got accepted to EMNLP 2023!</p> 354 </li> 355 <li> 356 <b>06/2023</b> 357 <p>ð <a href="https://arxiv.org/abs/2307.15167">PEANUT</a> got accepted by UIST 358 2023! We presented a human-AI collaboration tool for annotating sounding objects 359 in videos. See you in San Francisco ðï¼</p> 360 </li> 361 <li> 362 <b>01/2023</b> 363 <p>ð One paper accepted by <a href="https://2023.plateau-workshop.org">PLATEAU 364 Workshop</a>. We did an empirical study on developer behaviors for 365 validating and repairing AI-generated code. Check our paper 366 <a 367 href="https://kilthub.cmu.edu/articles/conference_contribution/An_Empirical_Study_of_Developer_Behaviors_for_Validating_and_Repairing_AI-Generated_Code/22223533">here</a>. 368 </p> 369 </li> 370 <li> 371 <b>12/2022</b> 372 <p>ð£ I will be working at <a href="https://research.adobe.com">Adobe Research</a> <img src="images/adobe_logo.svg" alt="adobe_logo" style="width: auto; height: 1em; "/> 373 as a research scientist intern in 2023 Summer. Super excited to work with <a 374 href="https://dingzeyu.li">Dingzeyu Li</a>.</p> 375 </li> 376 <li> 377 <b>01/2023</b> 378 <p>ð Our paper on error taxonomy and error-handling mechanisms in Natural Language 379 to SQL (NL2SQL) got accepted by <a href="https://iui.acm.org/2023/">ACM IUI 380 2023</a>. See you in Sydney ð¦ðº!</p> 381 </li> 382 <li> 383 <b>10/2022</b> 384 <p>ð¬ Oral presentation (virtual) at <a href="https://av4d.org/">AV4D Workshop</a> @ 385 ECCV 2022.</p> 386 </li> 387 <li> 388 <b>10/2022</b> 389 <p>ð¬ Presenting a poster titled <a 390 href="images/portfolio/lucyinstitute_poster_audiovisual.jpeg">Towards
391 Effective Multi-Modal Human-AI Collaboration on Audiovisual Data</a> @ <a 392 href="https://lucyinstitute.nd.edu/">Lucy Institute for Data & Society</a> 393 2022 Fall Symposium.</p> 394 </li> 395 <li> 396 <b>03/2022</b> 397 <p>ð I'm honored to receive the gift from <a 398 href="https://mynvidia.force.com/HardwareGrant/s/Application">NVIDIA 399 Academic Hardware Grant Program</a> (1 RTX A6000 48GB) to support my 400 research in creative 401 tools and VR/AR.</p> 402 </li> 403 <li> 404 <b>09/2021</b> 405 <p>𥪠Our lab has an official name! <a href="https://toby.li/">SaNDwich</a>: 406 <b>S</b>cience of <b>A</b>I at 407 <b>N</b>otre <b>D</b>ame <b>W</b>ith <b>I</b>nteraction between <b>C</b>omputer 408 and 409 <b>H</b>uman. 410 </p> 411 </li> 412 <li> 413 <b>09/2021</b> 414 <p>âï¸ Started my Ph.D. journey at <a href=""> University of Notre Dame</a> </p> 415 </li> 416 </ul> 417 </div> 418 </div> 419 </div> 420 </section> 421 --> 422 <div class="divider1"></div> 423 <!-- <section class="section-padding animate-box" data-animate-effect="fadeInUp"> 424 <div class="container"> 425 <div class="row"> 426 <div class="col-md-12"> 427 <div class="section-title">Travel</div> 428 </div> 429 </div> 430 <div class="row"> 431 <div class="col-md-10"> 432 <ul class="recent" style="list-style-type: disc;"> 433 <li> 434 <strong>2023/04/23 - 2023/04/28</strong> 435 <br> 436 ð©ðª Hamburg, Germany for CHI 2023 437 <h1></h1> 438 </li> 439 <li> 440 <strong>2023/03/27 - 2023-03/31</strong> 441 <br> 442 ð¦ðº Sydney, Australia for IUI 2023 443 <h1></h1> 444 </li> 445 <li> 446 <strong>2021/11/08 - 2020/11/10</strong> 447 <br> 448 ðºð¸ Pittsburgh, PA for PLATEAU workshop 449 </li> 450 </ul> 451 </div> 452 </div> 453 </div> 454 </section> --> 455 456 <div class="divider1"></div> 457 <!-- Skills --> 458 459 <div class="divider1"></div> 460 <section id="publications" class="orbit-section"> 461 <div class="container"> 462 <div class="orbit-section-header"> 463 <h2>Publications</h2> 464 <p>Peer-reviewed papers from my research.</p> 465 </div> 466 467 <!-- Publication: UIST 2025 --> 468 <article class="pub-card"> 469 <a href="images/projects/aroma.png" class="pub-card-thumb img-zoom"> 470 <img src="images/projects/aroma.png" alt="AROMA thumbnail"> 471 </a> 472 <div class="pub-card-content"> 473 <h3 class="pub-card-title">AROMA: Mixed-Initiative AI Assistance for Non-Visual Cooking by Grounding Multimodal Information Between Reality and Videos</h3> 474 <p class="pub-card-authors"><span class="author-highlight">Zheng Ning</span>, Leyang Li, Daniel Killough, JooYoung Seo, Patrick Carrington, Yapeng Tian, Yuhang Zhao, Franklin Mingzhe Li, Toby Jia-Jun Li</p> 475 <p class="pub-card-venue">UIST 2025</p> 476 <div class="pub-card-links"> 477 <a href="https://dl.acm.org/doi/pdf/10.1145/3746059.3747650" class="pub-card-link"> 478 <svg viewBox="0 0 24 24">
478<path d="M14 2H6a2 2 0 0 0-2 2v16a2 2 0 0 0 2 2h12a2 2 0 0 0 2-2V8l-6-6zm-1 2l5 5h-5V4zm-3 9H7v-1h3v1zm5 4H7v-1h8v1zm0-2H7v-1h8v1z"/></svg> 479 PDF 480 </a> 481 <a href="https://www.youtube.com/watch?v=hi7YsFJp5KQ" class="pub-card-link"> 482 <svg viewBox="0 0 24 24"><path d="M10 16.5l6-4.5-6-4.5v9zM12 2C6.48 2 2 6.48 2 12s4.48 10 10 10 10-4.48 10-10S17.52 2 12 2z"/></svg> 483 Video 484 </a> 485 </div> 486 </div> 487 </article> 488 489 <!-- Publication: VL/HCC 2025 --> 490 <article class="pub-card"> 491 <a href="images/projects/agentpbd.png" class="pub-card-thumb img-zoom"> 492 <img src="images/projects/agentpbd.png" alt="AgentPbD thumbnail"> 493 </a> 494 <div class="pub-card-content"> 495 <h3 class="pub-card-title">AgentPbD: Interactive Agentic Workflow Generation from User Demonstration on Web Browsers</h3> 496 <p class="pub-card-authors">Jiawen Li, <span class="author-highlight">Zheng Ning</span>, Yuan Tian, Toby Jia-Jun Li</p> 497 <p class="pub-card-venue">VL/HCC 2025</p> 498 <div class="pub-card-links"> 499 <a href="https://yuan-tian.com/yuantian_files/VLHCC_2025.pdf" class="pub-card-link"> 500 <svg viewBox="0 0 24 24"><path d="M14 2H6a2 2 0 0 0-2 2v16a2 2 0 0 0 2 2h12a2 2 0 0 0 2-2V8l-6-6zm-1 2l5 5h-5V4zm-3 9H7v-1h3v1zm5 4H7v-1h8v1zm0-2H7v-1h8v1z"/></svg> 501 PDF 502 </a> 503 </div> 504 </div> 505 </article> 506 507 <!-- Publication: VL/HCC 2024 --> 508 <article class="pub-card"> 509 <a href="images/projects/vlhcc.png" class="pub-card-thumb img-zoom"> 510 <img src="images/projects/vlhcc.png" alt="Developer Behaviors thumbnail"> 511 </a> 512 <div class="pub-card-content"> 513 <h3 class="pub-card-title">Developer Behaviors in Validating and Repairing LLM-Generated Code Using IDE and Eye Tracking</h3> 514 <p class="pub-card-authors">Ningzhi Tang*, Meng Chen*, <span class="author-highlight">Zheng Ning</span>, Aakash Bansal, Yu Huang, Collin McMillan, and Toby Li</p> 515 <p class="pub-card-venue">VL/HCC 2024</p> 516 <div class="pub-card-links"> 517 <a href="https://arxiv.org/pdf/2405.16081" class="pub-card-link"> 518 <svg viewBox="0 0 24 24"><path d="M14 2H6a2 2 0 0 0-2 2v16a2 2 0 0 0 2 2h12a2 2 0 0 0 2-2V8l-6-6zm-1 2l5 5h-5V4zm-3 9H7v-1h3v1zm5 4H7v-1h8v1zm0-2H7v-1h8v1z"/></svg> 519 PDF 520 </a> 521 </div> 522 </div> 523 </article> 524 525 <!-- Publication 2: DIS 2024 --> 526 <article class="pub-card"> 527 <a href="images/projects/podreels.png" class="pub-card-thumb img-zoom"> 528 <img src="images/projects/podreels.png" alt="PodReels thumbnail"> 529 </a> 530 <div class="pub-card-content"> 531 <h3 class="pub-card-title">PodReels: Human-AI Co-Creation of Video Podcast Teasers</h3> 532 <p class="pub-card-authors">Sitong Wang, <span class="author-highlight">Zheng Ning</span>, Anh Truong, Mira Dontcheva, Dingzeyu Li, Lydia B. Chilton</p> 533 <p class="pub-card-venue">DIS 2024</p> 534 <div class="pub-card-links"> 535 <a href="https://arxiv.org/abs/2311.
53505867" class="pub-card-link"> 536 <svg viewBox="0 0 24 24"><path d="M14 2H6a2 2 0 0 0-2 2v16a2 2 0 0 0 2 2h12a2 2 0 0 0 2-2V8l-6-6zm-1 2l5 5h-5V4zm-3 9H7v-1h3v1zm5 4H7v-1h8v1zm0-2H7v-1h8v1z"/></svg> 537 PDF 538 </a> 539 <a href="https://www.youtube.com/watch?v=qSLscIC9U7E" class="pub-card-link"> 540 <svg viewBox="0 0 24 24"><path d="M10 16.5l6-4.5-6-4.5v9zM12 2C6.48 2 2 6.48 2 12s4.48 10 10 10 10-4.48 10-10S17.52 2 12 2z"/></svg> 541 Video 542 </a> 543 <a href="https://youtu.be/wMr7P7u0MdY" class="pub-card-link"> 544 <svg viewBox="0 0 24 24"><path d="M10 16.5l6-4.5-6-4.5v9zM12 2C6.48 2 2 6.48 2 12s4.48 10 10 10 10-4.48 10-10S17.52 2 12 2z"/></svg> 545 Preview 546 </a> 547 </div> 548 </div> 549 </article> 550 551 <!-- Publication 3: C&C 2024 --> 552 <article class="pub-card"> 553 <a href="images/projects/mimosa.png" class="pub-card-thumb img-zoom"> 554 <img src="images/projects/mimosa.png" alt="MIMOSA thumbnail"> 555 </a> 556 <div class="pub-card-content"> 557 <h3 class="pub-card-title">MIMOSA: Human-AI Co-Creation of Computational Spatial Audio Effects on Videos</h3> 558 <p class="pub-card-authors"><span class="author-highlight">Zheng Ning*</span>, Zheng Zhang*, Jerrick Ban, Kaiwen Jiang, Ruohong Gan, Yapeng Tian, and Toby Li</p> 559 <p class="pub-card-venue">C&C 2024</p> 560 <div class="pub-card-links"> 561 <a href="https://arxiv.org/abs/2404.15107" class="pub-card-link"> 562 <svg viewBox="0 0 24 24"><path d="M14 2H6a2 2 0 0 0-2 2v16a2 2 0 0 0 2 2h12a2 2 0 0 0 2-2V8l-6-6zm-1 2l5 5h-5V4zm-3 9H7v-1h3v1zm5 4H7v-1h8v1zm0-2H7v-1h8v1z"/></svg> 563 PDF 564 </a> 565 <a href="https://zning.co/mimosa" class="pub-card-link"> 566 <svg viewBox="0 0 24 24"><path d="M12 2C6.48 2 2 6.48 2 12s4.48 10 10 10 10-4.48 10-10S17.52 2 12 2zm-1 17.93c-3.95-.49-7-3.85-7-7.93 0-.62.08-1.21.21-1.79L9 15v1c0 1.1.9 2 2 2v1.93zm6.9-2.54c-.26-.81-1-1.39-1.9-1.39h-1v-3c0-.55-.45-1-1-1H8v-2h2c.55 0 1-.45 1-1V7h2c1.1 0 2-.9 2-2v-.41c2.93 1.19 5 4.06 5 7.41 0 2.08-.8 3.97-2.1 5.39z"/></svg> 567 Project 568 </a> 569 </div> 570 </div> 571 </article> 572 573 <!-- Publication 4: CHI 2024 --> 574 <article class="pub-card"> 575 <a href="images/projects/spica.png" class="pub-card-thumb img-zoom"> 576 <img src="images/projects/spica.png" alt="SPICA thumbnail"> 577 </a> 578 <div class="pub-card-content"> 579 <h3 class="pub-card-title">SPICA: Interactive Video Content Exploration through Augmented Audio Descriptions for Blind or Low-Vision Viewers</h3> 580 <p class="pub-card-authors"><span class="author-highlight">Zheng Ning</span>, Brianna Wimer, Kaiwen Jiang, Keyi Chen, Jerrick Ban, Yapeng Tian, Yuhang Zhao, and Toby Li</p> 581 <p class="pub-card-venue">CHI 2024</p> 582 <div class="pub-card-links"> 583 <a href="https://arxiv.org/abs/2402.07300" class="pub-card-link"> 584 <svg viewBox="0 0 24 24"><path d="M14 2H6a2 2 0 0 0-2 2v16a2 2 0 0 0 2 2h12a2 2 0 0 0 2-2V8l-6-6zm-1 2l5 5h-5V4zm-3 9H7v-1h3v1zm5 4H7v-1h8v1zm0-2H7v-1h8v1z"/></svg> 585 PDF 586 </a> 587 <a href="https://sites.google.com/nd.edu/spica/home" class="pub-card-link"> 588 <svg viewBox="0 0 24 24">
588<path d="M12 2C6.48 2 2 6.48 2 12s4.48 10 10 10 10-4.48 10-10S17.52 2 12 2zm-1 17.93c-3.95-.49-7-3.85-7-7.93 0-.62.08-1.21.21-1.79L9 15v1c0 1.1.9 2 2 2v1.93zm6.9-2.54c-.26-.81-1-1.39-1.9-1.39h-1v-3c0-.55-.45-1-1-1H8v-2h2c.55 0 1-.45 1-1V7h2c1.1 0 2-.9 2-2v-.41c2.93 1.19 5 4.06 5 7.41 0 2.08-.8 3.97-2.1 5.39z"/></svg> 589 Project 590 </a> 591 </div> 592 </div> 593 </article> 594 595 <!-- Publication 5: TiiS 2024 --> 596 <article class="pub-card"> 597 <a href="images/projects/tiis.png" class="pub-card-thumb img-zoom"> 598 <img src="images/projects/tiis.png" alt="TiiS thumbnail"> 599 </a> 600 <div class="pub-card-content"> 601 <h3 class="pub-card-title">Insights into Natural Language Database Query Errors: From Attention Misalignment to User Handling Strategies</h3> 602 <p class="pub-card-authors"><span class="author-highlight">Zheng Ning*</span>, Yuan Tian*, Zheng Zhang, Tianyi Zhang, Toby Li</p> 603 <p class="pub-card-venue">TiiS (IUI 2023 Special Issue)</p> 604 <div class="pub-card-links"> 605 <a href="https://arxiv.org/abs/2402.07304" class="pub-card-link"> 606 <svg viewBox="0 0 24 24"><path d="M14 2H6a2 2 0 0 0-2 2v16a2 2 0 0 0 2 2h12a2 2 0 0 0 2-2V8l-6-6zm-1 2l5 5h-5V4zm-3 9H7v-1h3v1zm5 4H7v-1h8v1zm0-2H7v-1h8v1z"/></svg> 607 PDF 608 </a> 609 </div> 610 </div> 611 </article> 612 613 <!-- Publication 6: UIST 2023 --> 614 <article class="pub-card"> 615 <a href="images/projects/peanut.png" class="pub-card-thumb img-zoom"> 616 <img src="images/projects/peanut.png" alt="PEANUT thumbnail"> 617 </a> 618 <div class="pub-card-content"> 619 <h3 class="pub-card-title">PEANUT: A Human-AI Collaborative Tool for Annotating Audio-Visual Data</h3> 620 <p class="pub-card-authors">Zheng Zhang*, <span class="author-highlight">Zheng Ning*</span>, Chenliang Xu, Yapeng Tian, and Toby Li</p> 621 <p class="pub-card-venue">UIST 2023</p> 622 <div class="pub-card-links"> 623 <a href="https://arxiv.org/abs/2307.15167" class="pub-card-link"> 624 <svg viewBox="0 0 24 24"><path d="M14 2H6a2 2 0 0 0-2 2v16a2 2 0 0 0 2 2h12a2 2 0 0 0 2-2V8l-6-6zm-1 2l5 5h-5V4zm-3 9H7v-1h3v1zm5 4H7v-1h8v1zm0-2H7v-1h8v1z"/></svg> 625 PDF 626 </a> 627 <a href="https://www.youtube.com/watch?v=fGxA4E6vaEA" class="pub-card-link"> 628 <svg viewBox="0 0 24 24"><path d="M10 16.5l6-4.5-6-4.5v9zM12 2C6.48 2 2 6.48 2 12s4.48 10 10 10 10-4.48 10-10S17.52 2 12 2z"/></svg> 629 Video 630 </a> 631 </div> 632 </div> 633 </article> 634 635 <!-- Publication 7: EMNLP 2023 --> 636 <article class="pub-card"> 637 <a href="images/projects/step_by_step.png" class="pub-card-thumb img-zoom"> 638 <img src="images/projects/step_by_step.png" alt="Step-by-Step thumbnail"> 639 </a> 640 <div class="pub-card-content"> 641 <h3 class="pub-card-title">Interactive Text-to-SQL Generation via Editable Step-by-Step Explanations</h3> 642 <p class="pub-card-authors">Yuan Tian, Zheng Zhang, <span class="author-highlight">Zheng Ning</span>, Toby Jia-Jun Li, Jonathan K. Kummerfeld, Tianyi Zhang</p> 643 <p class="pub-card-venue">EMNLP 2023</p> 644 <div class="pub-card-links"> 645 <a href="https://arxiv.org/abs/2305.07372" class="pub-card-link"> 646 <svg viewBox="0 0 24 24">
646<path d="M14 2H6a2 2 0 0 0-2 2v16a2 2 0 0 0 2 2h12a2 2 0 0 0 2-2V8l-6-6zm-1 2l5 5h-5V4zm-3 9H7v-1h3v1zm5 4H7v-1h8v1zm0-2H7v-1h8v1z"/></svg> 647 PDF 648 </a> 649 </div> 650 </div> 651 </article> 652 653 <!-- Publication 8: IUI 2023 --> 654 <article class="pub-card"> 655 <a href="images/projects/nlq2.png" class="pub-card-thumb img-zoom"> 656 <img src="images/projects/nlq.png" alt="NLQ Study thumbnail"> 657 </a> 658 <div class="pub-card-content"> 659 <h3 class="pub-card-title">An Empirical Study of Model Errors & User Error Discovery and Repair Strategies in Natural Language Database Queries</h3> 660 <p class="pub-card-authors"><span class="author-highlight">Zheng Ning*</span>, Zheng Zhang*, Tianyi Sun, Tian Yuan, Tianyi Zhang, and Toby Li</p> 661 <p class="pub-card-venue">IUI 2023</p> 662 <div class="pub-card-links"> 663 <a href="https://dl.acm.org/doi/abs/10.1145/3581641.3584067" class="pub-card-link"> 664 <svg viewBox="0 0 24 24"><path d="M14 2H6a2 2 0 0 0-2 2v16a2 2 0 0 0 2 2h12a2 2 0 0 0 2-2V8l-6-6zm-1 2l5 5h-5V4zm-3 9H7v-1h3v1zm5 4H7v-1h8v1zm0-2H7v-1h8v1z"/></svg> 665 PDF 666 </a> 667 </div> 668 </div> 669 </article> 670 671 </div> 672 </section> 673 <div class="divider1"></div> 674 <!-- Project Experience --> 675 <!-- <section class="section-padding animate-box" data-animate-effect="fadeInUp"> 676 <div class="container"> 677 <div class="row"> 678 <div class="col-md-12"> 679 <div class="section-subtitle">Resume</div> 680 <div class="section-title">Recent Projects</div> 681 </div> 682 </div> 683 <div class="row"> 684 <div class="col-md-12"> 685 <div class="blog-sidebar row"> 686 <div class="col-md-12"> 687 <div class="widget"> 688 <ul class="recent"> 689 <li> 690 <div class="thum"> <img src="images/blog/blog-02.jpg" alt=""> </div> 691 <a>Multimodal exploration of video content for Blind and Visual 692 Impairment (BVI) populations</a> 693 </li> 694 <li> 695 <div class="thum"> <img src="images/blog/blog-02.jpg" alt=""> </div> 696 <a href="post.html">MIMOSA: Human-AI co-creation tool for generating and 697 manipulating spatial audio effects for videos</a> 698 <p>MIMOSA is the acronym for <b>M</b>agnifying <b>I</b>mmersion by 699 <b>M</b>anipulating <b>O</b>bjects in <b>S</b>patial <b>A</b>udio 700 </p> 701 </li> 702 <li> 703 <div class="thum"> <img src="images/blog/blog-03.jpg" alt=""> </div> 704 <a href="post.html">PEANUT: Human-in-the-loop data annotation tool for 705 sounding 706 objects in videos</a> 707 <p>PEANUT is the acronym for <b>P</b>latform for <b>E</b>fficient 708 <b>A</b>nnotation with <b>N</b>o <b>U</b>nnecessary <b>T</b>edium
709 </li> 710 <li> 711 <div class="thum"> <img src="images/blog/blog-04.jpg" alt=""> </div> 712 <a href="post.html">Empirical study on error types and error discovery & 713 repair 714 mechanisms in NL2SQL models</a> 715 </li> 716 </ul> 717 </div> 718 </div> 719 </div> 720 </div> 721 </div> 722 </div> 723 </section> --> 724 <div class="divider1"></div> 725 <!-- Timeline Experience --> 726 <!-- <section class="section-padding animate-box" data-animate-effect="fadeInUp"> 727 <div class="container"> 728 <div class="row"> 729 <div class="col-md-12"> 730 <div class="section-title">My Experience</div> 731 </div> 732 </div> 733 <div class="row"> 734 <div class="col-md-12"> 735 <ul class="lonon-timeline"> 736 <li> 737 <div class="lonon-timeline-content"> 738 <span class="lonon-timeline-date">05/2023 - 10/2023</span> 739 <h5>Research Scientist/Engineer Intern </h5> 740 <h4>Adobe Research, Seattle, WA</h4> 741 </div> 742 </li> 743 <li> 744 <div class="lonon-timeline-content"> 745 <span class="lonon-timeline-date">09/2021 - Present</span> 746 <h5>Ph.D. in Computer Science and Engineering</h5> 747 <h4>University of Notre Dame, USA</h4> 748 </div> 749 </li> 750 <li> 751 <div class="lonon-timeline-content"> 752 <span class="lonon-timeline-date">09/2020 - 05/2021</span> 753 <h5>Research Assistant</h5> 754 <h4>University of Eletronic Science and Technology of China, China</h4> 755 <p>I was doing research on audio-visual learning</p> 756 </div> 757 </li> 758 <li> 759 <div class="lonon-timeline-content"> 760 <span class="lonon-timeline-date">09/2016 - 06/2020</span> 761 <h5>B.Eng. in Electric and Electronic Engineering</h5> 762 <h4>University of Eletronic Science and Technology of China, China</h4> 763 <p>Joint education program with University of Glasgow</p> 764 765 </div> 766 </li> 767 <li> 768 <div class="lonon-timeline-content"> 769 <span class="lonon-timeline-date">09/2016 - 06/2020</span> 770 <h5>B.Eng. in Electronic Information Engineerin</h5> 771 <h4>University of Glasgow, UK</h4> 772 <p>I graduated with First-class hornor degree</p> 773 </div> 774 </li> 775 <li> 776 <div class="lonon-timeline-content">
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