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<title>Pinar Yanardag, Ph.D. — Generative AI · Virginia Tech</title>
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        <span class="eyebrow anim d1">Computer Science · Virginia Tech</span>
        <h1 class="anim d2">Pinar&nbsp;Yanardag</h1>
        <div class="role anim d3">Assistant Professor of Computer Science</div>
        <div class="dept anim d3">Generative Models · Image &amp; Video Synthesis · Interpretability</div>
        <p class="lede anim d4">Building generative AI that's controllable, expressive, and accessible — from steering the latent space of diffusion models to long-horizon video generation. I direct GEMLAB at Virginia Tech.</p>
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<!-- ======================= ABOUT ======================= -->
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    <span class="sec-num reveal">01 — About</span>
    <h2 class="about-statement reveal" style="font-family:'Fraunces',serif;color:var(--maroon);font-size:clamp(2rem,3.6vw,2.8rem);margin-bottom:.7em;line-height:1.12;max-width:760px;">Generative models can imagine almost anything: we make them controllable.</h2>
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      <div class="about-body reveal">
        <div class="bio-card reveal">
        <p>Modern generative models can synthesize nearly any image or video — yet steering them precisely, efficiently, and faithfully is still hard. Making these systems controllable, interpretable, and accessible is the key focus of my research.</p>
        <p>I am a tenure-track Assistant Professor at Virginia Tech, in the Department of Computer Science, where I lead <a href="http://gemlab-vt.github.io/" target="_blank" rel="noopener">💎 GEMLAB</a>. I am also a member of the <a href="https://sanghani.cs.vt.edu/" target="_blank" rel="noopener">Sanghani Center for AI and Data Analytics</a>.</p>
        <p>Prior to joining Virginia Tech, I was a postdoctoral researcher at <a href="https://media.mit.edu/" target="_blank" rel="noopener">MIT</a>. I received my Ph.D. in Computer Science from <a href="http://cs.purdue.edu/" target="_blank" rel="noopener">Purdue University</a>, where I was advised by <a href="https://scholar.google.com/citations?user=tqcSvFIAAAAJ" target="_blank" rel="noopener">S.V.N. Vishwanathan</a>. I completed my M.S. under the supervision of <a href="https://scholar.google.com/citations?user=lXYKgiYAAAAJ" target="_blank" rel="noopener">Ethem Alpaydın</a> at <a href="https://cmpe.bogazici.edu.tr/" target="_blank" rel="noopener">Boğaziçi</a>.</p>
        <p>Beyond academia, I was CEO of <a href="http://www.ai-fiction.com/" target="_blank" rel="noopener">AI Fiction</a>, a creative design studio specializing in AI, and I co-founded <a href="https://www.vice.com/en/article/vb9pgm/this-clothing-line-was-designed-by-ai" target="_blank" rel="noopener">GLITCH</a> — the world's first generative-AI clothing line. At MIT, I launched the <a href="http://www.howtogeneratealmostanything.com/" target="_blank" rel="noopener">How to Generate (Almost) Anything</a> project and <a href="https://www.washingtonpost.com/news/morning-mix/wp/2016/10/24/clinton-trump-the-white-house-too-terrifyingly-transformed-by-mits-nightmare-machine/" target="_blank" rel="noopener">Nightmare Machine</a>.</p>
        <p>In a past life — long before I worked on making models behave — I was a security researcher who <a href="https://www.tenable.com/plugins/nessus/39451" target="_blank" rel="noopener">broke</a> software on purpose, and a core developer of a <a href="https://en.wikipedia.org/wiki/Pardus_(operating_system)" target="_blank" rel="noopener">GNU/Linux</a> distribution.</p>
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      <aside class="factcard reveal">
        <h4>At a glance</h4>
        <ul>
          <li><strong>Position</strong><span>Assistant Professor, Virginia Tech</span></li>
          <li><strong>Ph.D.</strong><span>Purdue University</span></li>
          <li><strong>Postdoc</strong><span>MIT Media Lab</span></li>
          <li><strong>Fellowships</strong><span>Fulbright &middot; Google Anita Borg</span></li>
          <li><strong>Recent honor</strong><span>NSF CAREER Award (2026)</span></li>
          <li><strong>Plot twist</strong><span>Emmy-nominated <a href="https://www.imdb.com/name/nm11795142/awards" target="_blank" rel="noopener">Creative Director</a></span></li>
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<!-- ======================= RESEARCH ======================= -->
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      <span class="sec-num">02 — Research Program</span>
      <h2>We leverage internal priors in diffusion and generative models to unlock hidden capabilities.</h2>
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    <div class="research-grid">
      <article class="rcard reveal">
        <div class="rnum">01</div>
        <h3>Discovering and Leveraging Latent Capabilities for Efficient Control</h3>
        <p>My research uncovers and exploits the internal representations of generative models to enable efficient, training-free control of image and video synthesis.</p>
        <div class="tagrow">
          <a class="tag" href="https://conform-diffusion.github.io/" target="_blank" rel="noopener" title="CVPR 2024">CONFORM</a>
          <a class="tag" href="https://fluxspace.github.io/" target="_blank" rel="noopener" title="CVPR 2025">FluxSpace</a>
          <a class="tag" href="https://noiseclr.github.io/" target="_blank" rel="noopener" title="CVPR 2024">NoiseCLR</a>
          <a class="tag" href="https://rave-video.github.io/" target="_blank" rel="noopener" title="CVPR 2024">RAVE</a>
          <a class="tag" href="https://motionflow-diffusion.github.io/" target="_blank" rel="noopener" title="AAAI 2026">MotionFlow</a>
          <a class="tag" href="https://inverse-dvs.github.io/" target="_blank" rel="noopener" title="NeurIPS 2025">Inverse-DVS</a>
          <a class="tag" href="https://infinity-rope.github.io/" target="_blank" rel="noopener" title="CVPR 2026">&#8734;-RoPE</a>
        </div>
      </article>

      <article class="rcard reveal">
        <div class="rnum">02</div>
        <h3>Integrating Cross-Modal Capabilities for Advanced Generation Tasks</h3>
        <p>My research bridges vision and language, unifying the reasoning of VLMs and LLMs with the generative priors of visual models to enable tasks beyond either modality alone.</p>
        <div class="tagrow">
          <a class="tag" href="https://crea-diffusion.github.io/" target="_blank" rel="noopener" title="NeurIPS 2025">CREA</a>
          <a class="tag" href="https://explain-in-diffusion.github.io/" target="_blank" rel="noopener" title="CVPR 2025">DiffEx</a>
          <a class="tag" href="https://personalized-editing.github.io/" target="_blank" rel="noopener" title="NeurIPS 2025">C-DPO</a>
          <a class="tag" href="https://diverse-video.github.io/" target="_blank" rel="noopener" title="CVPR 2026">DPP-GRPO</a>
        </div>
      </article>

      <article class="rcard reveal">
        <div class="rnum">03</div>
        <h3>Personalized, Human-Aligned, and Democratized Generative AI</h3>
        <p>My research moves beyond one-size-fits-all generative AI with methods for personalized content generation, and democratizes generative AI for creators.</p>
        <div class="tagrow">
          <a class="tag" href="https://loraclr.github.io/" target="_blank" rel="noopener" title="CVPR 2025">LoRACLR</a>
          <a class="tag" href="https://clora-diffusion.github.io/" target="_blank" rel="noopener" title="ICCV 2025">CLoRA</a>
          <a class="tag" href="https://lorashop.github.io/" target="_blank" rel="noopener" title="NeurIPS 2025">LoRAShop</a>
          <a class="tag" href="https://plotnpolish.github.io/" target="_blank" rel="noopener" title="AAAI 2026">Plot'n Polish</a>
          <a class="tag" href="https://stylebreeder.github.io/" target="_blank" rel="noopener" title="NeurIPS 2024">Stylebreeder</a>
        </div>
      </article>
    </div>

    <div class="capline reveal">
      <h4>Check out our work</h4>
      <p>Find papers, code, datasets, demos, and more on our <a href="https://gemlab-vt.github.io/" target="_blank" rel="noopener">website</a>.</p>
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<!-- ======================= NEWS ======================= -->
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      <span class="sec-num">03 — News &amp; Notes</span>
      <h2>What's new</h2>
      <p>Recent papers, awards, and recognition from the lab.</p>
    </div>

    <div class="news-list">
      <div class="news-item feature reveal">
        <div class="when"><span class="badge">Award</span><span class="date">May 2026</span></div>
        <div class="what">
          <h3>Awarded a National Science Foundation CAREER Award</h3>
          <p>Honored to receive the NSF's CAREER award — its most prestigious recognition for early-career faculty — supporting our research and education in controllable, accessible generative AI. <a href="https://www.nsf.gov/awardsearch/show-award/?AWD_ID=2543524" target="_blank" rel="noopener">Award details &#8599;</a></p>
        </div>
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      <div class="news-item reveal">
        <div class="when"><span class="badge">Service</span><span class="date">May 2026</span></div>
        <div class="what">
          <h3>Named an Outstanding Area Chair for CVPR 2026</h3>
          <p>Recognized for outstanding service on the program committee for <a href="https://x.com/hashtag/CVPR2026?src=hashtag_click" target="_blank" rel="noopener">#CVPR2026</a>.</p>
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      <div class="news-item reveal">
        <div class="when"><span class="badge">Papers</span><span class="date">Mar 2026</span></div>
        <div class="what">
          <h3>Four papers accepted to CVPR 2026</h3>
          <p>The lab will present four papers at CVPR 2026, including <em>&#8734;-RoPE</em> for infinite, action-controllable video and <em>DPP-GRPO</em> for diverse video generation.</p>
        </div>
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      <div class="news-item reveal">
        <div class="when"><span class="badge">Award</span><span class="date">Jun 2025</span></div>
        <div class="what">
          <h3>ConceptAttention received Best Paper recognition</h3>
          <p>For concept-level interpretability in diffusion models, at the CVPR 2025 Visual Concepts Workshop.</p>
        </div>
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      <div class="news-item reveal">
        <div class="when"><span class="badge">Papers</span><span class="date">Sept 2025</span></div>
        <div class="what">
          <h3>Four papers accepted at NeurIPS 2025</h3>
          <p>Including <em>LoRAShop</em> (Spotlight) and <em>CREA</em>, spanning efficient personalization and creative generation.</p>
        </div>
      </div>

      <div class="news-item reveal">
        <div class="when"><span class="badge">Papers</span><span class="date">Feb 2025</span></div>
        <div class="what">
          <h3>Three papers at CVPR 2025</h3>
          <p>Including <em>FluxSpace</em> and related work on controllable, interpretable generation.</p>
        </div>
      </div>

      <div class="news-item reveal">
        <div class="when"><span class="badge">Papers</span><span class="date">July 2025</span></div>
        <div class="what">
          <h3>Two papers accepted to ICCV 2025</h3>
          <p>Including <em>CLoRA</em>, selected as a Highlight.</p>
        </div>
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      <div class="news-item reveal">
        <div class="when"><span class="badge">Papers</span><span class="date">Feb 2024</span></div>
        <div class="what">
          <h3>Three papers accepted to CVPR 2024</h3>
          <p>Including <em>NoiseCLR</em> (Oral) and <em>RAVE</em> (Highlight).</p>
        </div>
      </div>
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<!-- ======================= PUBLICATIONS ======================= -->
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      <span class="sec-num">04 — Selected Publications</span>
      <h2>Recent papers</h2>
      <p>A selection of recent peer-reviewed work.</p>
    </div>

    <div class="pub-list">
      <div class="pub reveal">
        <div class="yr">2026</div>
        <div class="meta">
          <span class="title">Infinity-RoPE: Action-Controllable Infinite Video Generation Emerges from Autoregressive Self-Rollout</span>
          <div class="authors">Yesiltepe, H., Meral, T. H. S., Akan, A. K., Oktay, K., <b>Yanardag, P.</b></div>
          <div class="venue"><em>CVPR</em> 2026</div>
          <a class="doi" href="https://arxiv.org/abs/2511.20649" target="_blank" rel="noopener">View &middot; arXiv &#8599;</a>
        </div>
      </div>

      <div class="pub reveal">
        <div class="yr">2026</div>
        <div class="meta">
          <span class="title">Diverse Video Generation with Determinantal Point Process-Guided Policy Optimization</span>
          <div class="authors">Kazimi, T., Dunlop, C., <b>Yanardag, P.</b></div>
          <div class="venue"><em>CVPR</em> 2026</div>
          <a class="doi" href="https://arxiv.org/abs/2511.20647" target="_blank" rel="noopener">View &middot; arXiv &#8599;</a>
        </div>
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      <div class="pub reveal">
        <div class="yr">2025</div>
        <div class="meta">
          <span class="title">CLoRA: A Contrastive Approach to Compose Multiple LoRA Models</span>
          <div class="authors">Meral, T. H. S., Simsar, E., Tombari, F., <b>Yanardag, P.</b></div>
          <div class="venue"><em>ICCV</em> 2025 &middot; Highlight</div>
          <a class="doi" href="https://arxiv.org/abs/2403.19776" target="_blank" rel="noopener">View &middot; arXiv &#8599;</a>
        </div>
      </div>

      <div class="pub reveal">
        <div class="yr">2025</div>
        <div class="meta">
          <span class="title">LoRAShop: Training-Free Multi-Concept Image Generation and Editing with Rectified Flow Transformers</span>
          <div class="authors">Dalva, Y., Yesiltepe, H., <b>Yanardag, P.</b></div>
          <div class="venue"><em>NeurIPS</em> 2025 &middot; Spotlight</div>
          <a class="doi" href="https://arxiv.org/abs/2505.23758" target="_blank" rel="noopener">View &middot; arXiv &#8599;</a>
        </div>
      </div>
    </div>

    <div class="pub-foot reveal">
      <a class="btn btn-primary" href="https://gemlab-vt.github.io/" target="_blank" rel="noopener">
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        See all publications at our lab website
      </a>
      <span class="pub-note">Project pages, code, and demos for most papers at <a href="https://github.com/gemlab-vt" target="_blank" rel="noopener">github.com/gemlab-vt</a>.</span>
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<!-- ======================= TEACHING + SERVICE ======================= -->
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      <span class="sec-num">05 — Recent Talks</span>
      <h2>Recent Talks &amp; Keynotes</h2>
      <p>Recent keynotes and invited talks on generative AI.</p>
    </div>

    <div class="talk-list">
      <div class="talk reveal">
        <div class="t-when">Jul 2026<span class="t-soon">Upcoming</span></div>
        <div class="t-body"><div class="t-title">Keynote &middot; From Frames to Stories</div><div class="t-where">ICML 2026</div></div>
      </div>

      <div class="talk reveal">
        <div class="t-when">Jun 2026</div>
        <div class="t-body"><div class="t-title">Keynote &middot; AI for Visual Arts Workshop</div><div class="t-where">CVPR 2026</div></div>
      </div>
      <div class="talk reveal">
        <div class="t-when">Jun 2026</div>
        <div class="t-body"><div class="t-title">Keynote &middot; AI-assisted Long Video Creation Workshop</div><div class="t-where">CVPR 2026</div></div>
      </div>
      <div class="talk reveal">
        <div class="t-when">Jun 2026</div>
        <div class="t-body"><div class="t-title">Keynote &middot; Personalization in Generative AI Workshop</div><div class="t-where">CVPR 2026</div></div>
      </div>
      <div class="talk reveal">
        <div class="t-when">Apr 2026</div>
        <div class="t-body"><div class="t-title">Invited Talk</div><div class="t-where">University of Michigan &middot; Department of Computer Science</div></div>
      </div>
      <div class="talk reveal">
        <div class="t-when">Sep 2025</div>
        <div class="t-body"><div class="t-title">Invited Talk</div><div class="t-where">Virginia Academy of Science, Engineering &amp; Medicine &middot; The Next Generation of Generative AI</div></div>
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      <span class="sec-num">06 — Teaching &amp; Service</span>
      <h2>Teaching &amp; Mentoring</h2>
      <p>Below are some of the courses I&rsquo;ve recently taught.</p>
    </div>

    <div class="two-col">
      <div class="reveal">
        <h3 style="font-family:'Fraunces',serif;color:var(--maroon);font-size:1.5rem;margin-bottom:.8em;">Recent Teaching</h3>
        <div class="course"><span class="code">Grad</span><div><div class="ctitle">Fantastic Generative AI Models and Where to Find Them</div><div class="cmeta">Diffusion, rectified flow, and modern generative AI</div></div></div>
        <div class="course"><span class="code">Grad</span><div><div class="ctitle">Computer Vision</div><div class="cmeta">Foundations and modern architectures</div></div></div>
        <div class="course"><span class="code">Ugrad</span><div><div class="ctitle">Creative AI Capstone</div><div class="cmeta">Project-based studio in generative &amp; creative AI</div></div></div>
        <div class="course"><span class="code">Ugrad</span><div><div class="ctitle">Professionalism in CS</div><div class="cmeta">Ethics in AI</div></div></div>
      </div>

      <div class="reveal">
        <h3 style="font-family:'Fraunces',serif;color:var(--maroon);font-size:1.5rem;margin-bottom:.8em;">Recognition &amp; Awards</h3>
        <ul class="list-clean">
          <li>Best Paper — CVPR Visual Concepts Workshop<span>2025</span></li>
          <li>Best Paper — NeurIPS CTRL-GEN Workshop<span>2021</span></li>
          <li>Best Paper Honorable Mention — ACM Creativity &amp; Cognition<span>2022</span></li>
          <li>T&Uuml;B&#304;TAK 2232 Outstanding Researcher Fellowship<span>2019</span></li>
          <li>Fulbright Fellow &middot; Google Anita Borg Scholar<span>2010</span></li>
        </ul>
        <h3 style="font-family:'Fraunces',serif;color:var(--maroon);font-size:1.5rem;margin:1.4em 0 .8em;">Professional Service</h3>
        <ul class="list-clean">
          <li>Area Chair<span>CVPR &middot; ICCV &middot; ECCV</span></li>
        </ul>
      </div>
    </div>
  </div>
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<!-- ======================= CONTACT ======================= -->
<section id="contact" class="sec-stone">
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    <div class="contact reveal">
      <div class="contact-grid">
        <div>
          <h2>Let's talk generative AI.</h2>
          <p class="sub">Interested in collaboration, prospective graduate study, or industry partnership? I'd love to hear from you.</p>
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            <div><div class="k">Office</div><div class="v">Department of Computer Science<br>Virginia Tech<br>Blacksburg, VA 24061</div></div>
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            <div><div class="k">Lab</div><div class="v"><a href="https://gemlab-vt.github.io" target="_blank" rel="noopener">gemlab-vt.github.io</a></div></div>
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