diff --git a/Spring24/Lecture 12+13+14.pdf b/Spring24/Lecture 12+13+14.pdf
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diff --git a/group.html b/group.html
index 6e30341..83082c0 100644
--- a/group.html
+++ b/group.html
@@ -356,10 +356,10 @@ <h2>Ph.D Students</h2>
 
                     <div class="col-md-3" style="margin-bottom: 40px">
                         <div class="card">
-                            <a href="https://scholar.google.com/citations?hl=zh-CN&user=ZLyJRxoAAAAJ"><img src="groups/Zhenyu.png" width="100%" style="margin:auto"></a>
+                            <a href="https://zhenyu.gallery/"><img src="groups/Zhenyu.png" width="100%" style="margin:auto"></a>
                             <div class="post-meta">
                                 <span class="d-block" style="padding-top:10px"><a
-                                    href="https://scholar.google.com/citations?hl=zh-CN&user=ZLyJRxoAAAAJ">Zhenyu Zhang</a> </span>
+                                    href="https://zhenyu.gallery/">Zhenyu Zhang</a> </span>
                                     <span class="d-block"> (Fall 2022 - ) </span>
                             </div>
                         </div>
diff --git a/index.html b/index.html
index 7a1e2be..5b1fdae 100644
--- a/index.html
+++ b/index.html
@@ -180,6 +180,12 @@ <h2>News</h2>
                                             <p>
                     </ul>
 
+                    <b style="color:rgb(68, 68, 68)">[Feb. 2024]</b>
+                        <ul style="margin-bottom:5px">
+                            <li> 7 CVPR'24 (Mode collapse in text-to-3D + Lift3D + Feature 3DGS + PAIR Diffusion + Zero-Painter + Prompt-Free Diffusion + OpenBias) accepted </li>  
+                            <li> 2 MLSys'24 (Q-Hitter + formal verification LLM tuning) accepted </li>  
+                    </ul>
+
                     <b style="color:rgb(68, 68, 68)">[Jan. 2024]</b>
                         <ul style="margin-bottom:5px">
                             <li>Our group co-organized the inaugural <a href="https://cpal.cc/"><b>Conference on Parsimony and Learning (CPAL)</b></a>, Hong Kong</li>
diff --git a/publication.html b/publication.html
index 58759ab..0a9eb77 100644
--- a/publication.html
+++ b/publication.html
@@ -201,6 +201,17 @@ <h2>Conference Paper</h2>
                 <div class="trend-entry d-flex">
                     <div class="trend-contents">
                         <ul>
+                            <li>P. Wang*, D. Xu*, Z. Fan*, D. Wang, S. Mohan, F. Iandola, R. Ranjan, Y. Li, Q. liu, Z. Wang, and V. Chandra
+                                <br> <b style="color:rgb(71, 71, 71)">"Taming Mode Collapse in Score Distillation for Text-to-3D Generation”</b><br>IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2024. <a href="https://arxiv.org/abs/2401.00909">[Paper]</a> <a href="https://vita-group.github.io/3D-Mode-Collapse/">[Code] </a> </li>
+                            <li>M. Varma, P. Wang*, Z. Fan*, Z. Wang, H. Su, and R. Ramamoorthi<br> <b style="color:rgb(71, 71, 71)">"Lift3D: Zero-Shot Lifting of Any 2D Vision Model to 3D”</b><br>IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2024. <a href="">[Paper]</a> <a href="">[Code] </a> </li>
+                            <li>S. Zhou, H. Chang, S. Jiang, Z. Fan*, Z. Zhu*, D. Xu*, P. Chari, S. You, Z. Wang, and A. Kadambi<br> <b style="color:rgb(71, 71, 71)">"Feature 3DGS: Supercharging 3D Gaussian Splatting to Enable Distilled Feature Fields”</b><br>IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2024. <a href="https://arxiv.org/abs/2312.03203">[Paper]</a> <a href="https://feature-3dgs.github.io/">[Code] </a> </li>
+                            <li>V. Goel, E. Peruzzo, Y. Jiang*, D. Xu*, X. Xu, N. Sebe, T. Darrell, Z. Wang, H. Shi<br> <b style="color:rgb(71, 71, 71)">"PAIR Diffusion: A Comprehensive Multimodal Object-Level Image Editor”</b><br>IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2024. <a href="https://arxiv.org/abs/2303.17546">[Paper]</a> <a href="https://vidit98.github.io/publication/conference-paper/pair_diff.html">[Code] </a> </li>
+                            <li>M. Ohanyan, H. Manukyan, Z. Wang, S. Navasardyan, and H. Shi<br> <b style="color:rgb(71, 71, 71)">"Zero-Painter: Training-Free Layout Control for Text-to-Image Synthesis”</b><br>IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2024. <a href="">[Paper]</a> <a href="">[Code] </a> </li>
+                            <li>X. Xu, J. Guo, Z. Wang, G. Huang, I. Essa, and H. Shi<br> <b style="color:rgb(71, 71, 71)">"Prompt-Free Diffusion: Taking 'Text' out of Text-to-Image Diffusion Models”</b><br>IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2024. <a href="https://arxiv.org/abs/2305.16223">[Paper]</a> <a href="https://github.com/SHI-Labs/Prompt-Free-Diffusion">[Code] </a> </li>
+                            <li>M. D'Incà, E. Peruzzo, M. Mancini, D. Xu*, V. Goel, X. Xu, Z. Wang, H. Shi, and N. Sebe<br> <b style="color:rgb(71, 71, 71)">"OpenBias: Open-set Bias Detection in Generative Models”</b><br>IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2024. <a href="">[Paper]</a> <a href="">[Code] </a> </li>
+                            <li>Z. Zhang*, S. Liu*, R. Chen*, B. Kailkhura, B. Chen, and Z. Wang<br> <b style="color:rgb(71, 71, 71)">"Q-Hitter: A Better Token Oracle for Efficient LLM Inference via Sparse-Quantized KV Cache”</b><br>Conference on Machine Learning and Systems (MLSys), 2024. <a href="">[Paper]</a> <a href="">[Code] </a> </li>
+                            <li>Y. Yang, N. Bhatt*, T. Ingebrand, W. Ward, S. Carr, Z. Wang, and U. Topcu<br> <b style="color:rgb(71, 71, 71)">"Fine-Tuning Language Models Using Formal Methods Feedback”</b><br>Conference on Machine Learning and Systems (MLSys), 2024. <a href="https://arxiv.org/abs/2310.18239">[Paper]</a> <a href="">[Code] </a> </li>
+                            <li>A. Jaiswal*, Z. Gan, X. Du, B. Zhang, Z. Wang, and Y. Yang<br> <b style="color:rgb(71, 71, 71)">"Compressing LLMs: The Truth is Rarely Pure and Never Simple”</b><br>International Conference on Learning Representations (ICLR), 2024. <a href="https://openreview.net/forum?id=B9klVS7Ddk">[Paper]</a> <a href="">[Code] </a> </li>
                             <li>J. Hong*, J. Wang, C. Zhang, Z. LI*, B. Li, and Z. Wang<br> <b style="color:rgb(71, 71, 71)">"DP-OPT: Make Large Language Model Your Differentially-Private Prompt Engineer”</b><br>International Conference on Learning Representations (ICLR), 2024. (Spotlight) <a href="https://openreview.net/forum?id=Ifz3IgsEPX">[Paper]</a> <a href="https://github.com/VITA-Group/DP-OPT">[Code] </a> </li>
                             <li>A. Jaiswal*, Z. Gan, X. Du, B. Zhang, Z. Wang, and Y. Yang<br> <b style="color:rgb(71, 71, 71)">"Compressing LLMs: The Truth is Rarely Pure and Never Simple”</b><br>International Conference on Learning Representations (ICLR), 2024. <a href="https://openreview.net/forum?id=B9klVS7Ddk">[Paper]</a> <a href="">[Code] </a> </li>
                             <li>Y. Jiang*, H. Tang, J. Chang, L. Song, Z. Wang, and L. Cao<br> <b style="color:rgb(71, 71, 71)">"Efficient-3DiM: Learning a Generalizable Single-image Novel-view Synthesizer in One Day”</b><br>International Conference on Learning Representations (ICLR), 2024. <a href="https://openreview.net/forum?id=3eFMnZ3N4J">[Paper]</a> <a href="">[Code] </a> </li>
diff --git a/resource.html b/resource.html
index 646f64d..0ff5022 100644
--- a/resource.html
+++ b/resource.html
@@ -160,16 +160,18 @@ <h2>Open Calls for Papers/Participation</h2>
                     <div class="trend-contents">
                         <ul>
 
-                            <li>Tutorial on "Zeroth-Order Machine Learning: Fundamental Principles and Emerging Applications in Foundation Models", AAAI 2024 (Vancouver, BC, Feb 2024) & ICASSP 2024 (Seoul, Korea, Apr 2024)</li>
+                            <li>Tutorial on <a href="https://sites.google.com/view/zo-tutorial-aaai-2024/">"Zeroth-Order Machine Learning: Fundamental Principles and Emerging Applications in Foundation Models"</a>, AAAI 2024 (Vancouver, BC, Feb 2024) & ICASSP 2024 (Seoul, Korea, Apr 2024)</li>
 
 
                             <li>Tutorial on "Sparsity in Large Language Models: The New Odyssey", ICASSP 2024 (Seoul, Korea, Apr 2024)</li>
 
 
-                            <li>ICLR Workshop on <a href="https://dmlr.ai/">Data-centric Machine Learning Research (DMLR)</a>: Harnessing Momentum for Science, Vienna, Austria, May 2024</li>
+                            <li>ICLR Workshop on <a href="https://dmlr.ai/">Data-centric Machine Learning Research (DMLR): Harnessing Momentum for Science</a>, Vienna, Austria, May 2024</li>
 
                             <li>CVPR Workshop and Prize Challenge on <a href="">Bridging the Gap between Computational Photography and Visual Recognition (UG2+)</a>, Seattle, Jun 2024</li>
 
+                            <li>MICCAI Challenge on <a href="">Long-tailed, Multi-label, and Zero-shot Classification on Chest X-rays (CXR-LT)</a>, Morocco, Oct 2024</li>
+
                         </ul>
                     </div>
                 </div>
diff --git a/spring_24.html b/spring_24.html
index b78ae60..6eba2ef 100644
--- a/spring_24.html
+++ b/spring_24.html
@@ -284,7 +284,7 @@ <h2>Spring 24 - Introduction to Computer Vision</h2>
                                 <p><div class="column_1">3/14 Thursday</div> <div class="column_2"> - No Class (Spring Break) - </div></p>
                             </div>
                             <div style="width:100%; margin-left: 0;" class="row">
-                                <p><div class="column_1">3/19 Tuesday</div> <div class="column_2"> Stereo Vision (4): Depth Estimation <a href="">[Slides 2/29 + 3/05 + 3/07 + 3/19]</a> </div></p>
+                                <p><div class="column_1">3/19 Tuesday</div> <div class="column_2"> Stereo Vision (4): Depth Estimation <a href="Spring24/Lecture 12+13+14.pdf">[Slides 2/29 + 3/05 + 3/07 + 3/19]</a> </div></p>
                             </div>
                             
                             <div style="width:100%; margin-left: 0;" class="row">