diff --git a/index.html b/index.html
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@@ -449,10 +449,11 @@ <h3>Oral & Poster Papers</h3>
 					<td valign="middle" style="font-weight: bold;">Paper session 1 &nbsp;&nbsp;</td>
                                     <td class="column100" data-column="column1">
                                       <p style="text-align:left; font-size:small">
-						[1] Hu, Zhiyuan, & Liu, Chumin, & Feng, Xidong, & Zhao, Yilun, & Ng, See-Kiong, & Luu, Anh Tuan, & He, Junxian, & Koh, Pang Wei, & Hooi, Bryan. <i>Uncertainty of Thoughts: Uncertainty-Aware Planning Enhances Information Seeking in Large Language Models. NeurIPS</i> (<b>Slot: <a style="color: red;">08:15 - 08:30</a></b>)<br/>
-						[2] Xu, Lin, & Hu, Zhiyuan, & Zhou, Daquan, & Ren, Hongyu, & Dong, Zhen, & Keutzer, Kurt, & Ng, See-Kiong, & Feng, Jiashi. <i>MAgIC: Investigation of Large Language Model Powered Multi-Agent in Cognition, Adaptability, Rationality and Collaboration. EMNLP</i> (<b>Slot: <a style="color: red;">08:30 - 08:45</a></b>)<br/>
-						[3] Zhang, Xuan, & Du, Chao, & Pang, Tianyu, & Liu, Qian, & Gao, Wei, & Lin, Min. <i>Chain of Preference Optimization: Improving Chain-of-Thought Reasoning in LLMs. NeurIPS</i> (<b>Slot: <a style="color: red;">08:45 - 09:00</a></b>)<br/>
-						[4] Wu, Xiaobao, & Pan, Liangming, & Wang, William Yang, & Luu, Anh Tuan. <i>AKEW: Assessing Knowledge Editing in the Wild. EMNLP</i> (<b>Slot: <a style="color: red;">09:00 - 09:15</a></b>)<br/>
+[1] Zhiyuan Hu, Chumin Liu, Xidong Feng, Yilun Zhao, See-Kiong Ng, Anh Tuan Luu, Junxian He, Pang Wei Koh, Bryan Hooi. <i>Uncertainty of Thoughts: Uncertainty-Aware Planning Enhances Information Seeking in Large Language Models. NeurIPS</i> (<b>Slot: <a style="color: red;">11:45 - 12:00</a></b>)<BR/> 
+[2] Lin Xu, Zhiyuan Hu, Daquan Zhou, Hongyu Ren, Zhen Dong, Kurt Keutzer, See-Kiong Ng, Jiashi Feng. <i>MAgIC: Investigation of Large Language Model Powered Multi-Agent in Cognition, Adaptability, Rationality and Collaboration. EMNLP main</i> (<b>Slot: <a style="color: red;">12:00 - 12:15</a></b>)<BR/> 
+[3] Xuan Zhang, Chao Du, Tianyu Pang, Qian Liu, Wei Gao, Min Lin. <i>Chain of Preference Optimization: Improving Chain-of-Thought Reasoning in LLMs. NeurIPS</i> (<b>Slot: <a style="color: red;">12:15 - 12:30</a></b>)<BR/> 
+[4] Xiaobao Wu, Liangming Pan, William Yang Wang, Anh Tuan Luu. <i>AKEW: Assessing Knowledge Editing in the Wild. EMNLP main</i> (<b>Slot: <a style="color: red;">12:30 - 12:45</a></b>)<BR/>
+
 											      
 <!--                                         [1] Ye, Hai, & Xie, Qizhe, & Ng, Hwee Tou. <i>Multi-Source Test-Time Adaptation as Dueling Bandits for Extractive Question Answering</i> (<b>Slot: <a style="color: red;">08:15 - 08:30</a></b>)<BR/> -->
 <!--                                        [2] Zhengyuan Liu, Yong Keong Yap, Hai Leong Chieu and Nancy F. Chen.  <i>Guiding Computational Stance Detection with Expanded Stance Triangle Framework</i> (<b>Slot: <a style="color: red;">08:30 - 08:45</a></b>)<BR/>-->
@@ -467,9 +468,9 @@ <h3>Oral & Poster Papers</h3>
 					<td valign="middle" style="font-weight: bold;">Paper session 2 &nbsp;&nbsp;</td>
                                     <td class="column100" data-column="column1">
                                       <p style="text-align:left; font-size:small">
-					[1] Deng, Yang, & Zhao, Yong, & Li, Moxin, & Ng, See-Kiong, & Chua, Tat-Seng. <i>Don't Just Say "I Don't Know"! Self-aligning Large Language Models for Responding to Unknown Questions with Explanations. EMNLP</i> (<b>Slot: <a style="color: red;">09:15 - 09:30</a></b>)<br/>
-					[2] Ying, Jiahao, & Cao, Yixin, & Bai, Yushi, & Sun, Qianru, & Wang, Bo, & Tang, Wei, & Ding, Zhaojun, & Yang, Yizhe, & Huang, Xuanjing, & Yan, Shuicheng. <i>Automating Dataset Updates Towards Reliable and Timely Evaluation of Large Language Models. NeurIPS</i> (<b>Slot: <a style="color: red;">09:30 - 09:45</a></b>)<br/>
-					[3] Chia, Yew Ken, & Chen, Guizhen, & Xu, Weiwen, & Luu, Anh Tuan, & Poria, Soujanya, & Bing, Lidong. <i>Reasoning Paths Optimization: Learning to Reason and Explore From Diverse Paths. EMNLP</i> (<b>Slot: <a style="color: red;">09:45 - 10:00</a></b>)<br/>
+[1] Ming Shan Hee, Aditi Kumaresan, Roy Ka-Wei Lee. <i>Bridging Modalities: Enhancing Cross-Modality Hate Speech Detection with Few-Shot In-Context Learning. EMNLP main</i> (<b>Slot: <a style="color: red;">15:45 - 16:00</a></b>)<BR/> 
+[2] Yang Deng, Yong Zhao, Moxin Li, See-Kiong Ng, Tat-Seng Chua. <i>Don't Just Say "I Don't Know"! Self-aligning Large Language Models for Responding to Unknown Questions with Explanations. EMNLP main</i> (<b>Slot: <a style="color: red;">16:00 - 16:15</a></b>)<BR/> 
+[3] Jiahao Ying, Yixin Cao, Yushi Bai, Qianru Sun, Bo Wang, Wei Tang, Zhaojun Ding, Yizhe Yang, Xuanjing Huang, Shuicheng Yan. <i>Automating Dataset Updates Towards Reliable and Timely Evaluation of Large Language Models. NeurIPS</i> (<b>Slot: <a style="color: red;">16:15 - 16:30</a></b>)<BR/>
 
 <!--                                         [1] Hannan Cao, Liping Yuan, Yuchen Zhang, Hwee Tou Ng. <i>Unsupervised Grammatical Error Correction Rivaling Supervised Methods</i> (<b>Slot: <a style="color: red;">10:30 - 10:45</a></b>)<BR/> -->
 <!--                                        [2] Moxin Li, Wenjie Wang, Fuli Feng, Yixin Cao, Jizhi Zhang, Tat-Seng Chua.  <i>Robust Prompt Optimization for Large Language Models Against Distribution Shifts</i> (<b>Slot: <a style="color: red;">10:45 - 11:00</a></b>)<BR/>-->
@@ -484,9 +485,9 @@ <h3>Oral & Poster Papers</h3>
 					<td valign="middle" style="font-weight: bold;">Paper session 3 &nbsp;&nbsp;</td>
                                     <td class="column100" data-column="column1">
                                       <p style="text-align:left; font-size:small">
-					[1] Zhao, Yiran, & Zheng, Wenyue, & Cai, Tianle, & Do, Xuan Long, & Kawaguchi, Kenji, & Goyal, Anirudh, & Shieh, Michael. <i>Accelerating Greedy Coordinate Gradient and General Prompt Optimization via Probe Sampling. NeurIPS</i> (<b>Slot: <a style="color: red;">10:00 - 10:15</a></b>)<br/> 
-					[2] Hu, Wenyang, & Shu, Yao, & Yu, Zongmin, & Wu, Zhaoxuan, & Lin, Xiaoqiang, & Dai, Zhongxiang, & Ng, See-Kiong, & Low, Bryan Kian Hsiang. <i>Localized Zeroth-Order Prompt Optimization. NeurIPS (Spotlight)</i> (<b>Slot: <a style="color: red;">10:15 - 10:30</a></b>)<br/> 
-					[3] Hee, Ming Shan, & Kumaresan, Aditi, & Lee, Roy Ka-Wei. <i>Bridging Modalities: Enhancing Cross-Modality Hate Speech Detection with Few-Shot In-Context Learning. EMNLP</i> (<b>Slot: <a style="color: red;">10:30 - 10:45</a></b>)<br/>
+[1] Yew Ken Chia, Guizhen Chen, Weiwen Xu, Luu Anh Tuan, Soujanya Poria, Lidong Bing. <i>Reasoning Paths Optimization: Learning to Reason and Explore From Diverse Paths. EMNLP main</i> (<b>Slot: <a style="color: red;">17:00-17:15</a></b>)<BR/> 
+[2] Yiran Zhao, Wenyue Zheng, Tianle Cai, Xuan Long Do, Kenji Kawaguchi, Anirudh Goyal, Michael Shieh. <i>Accelerating Greedy Coordinate Gradient and General Prompt Optimization via Probe Sampling. NeurIPS</i> (<b>Slot: <a style="color: red;">17:15-17:30</a></b>)<BR/> 
+[3] Wenyang Hu, Yao Shu, Zongmin Yu, Zhaoxuan Wu, Xiaoqiang Lin, Zhongxiang Dai, See-Kiong Ng, Bryan Kian Hsiang Low. <i>Localized Zeroth-Order Prompt Optimization. NeurIPS spotlight</i> (<b>Slot: <a style="color: red;">17:30 - 17:45</a></b>)<BR/>
 					      
 <!--                                         [1] Jinggui Liang, Lizi Liao. <i>ClusterPrompt: Cluster Semantic Enhanced Prompt Learning for New Intent Discovery</i> (<b>Slot: <a style="color: red;">14:00 - 14:15</a></b>)<BR/> -->
 <!--                                        [2] Zhiqiang Hu, Lei Wang, Yihuai Lan, Wanyu Xu, Ee-Peng Lim, Lidong Bing, Xing Xu, Soujanya Poria, Roy Ka-Wei Lee.  <i>LLM-Adapter: An Empirical Study of Adapter-based Parameter-Efficient Fine-Tuning for Large Language Models</i> (<b>Slot: <a style="color: red;">14:15 - 14:30</a></b>)<BR/>-->
@@ -614,7 +615,7 @@ <h5>Bing Liu</h5>
                                     </a>
                                 </td>
                                 <td>
-                                    <a href="#Farah" data-toggle="collapse">
+                                    <a href="#Yue" data-toggle="collapse">
                                         <figure>
                                             <img src="images/speaker/yuezhang.png" class="hover2" align="center"
                                                  height="185">
@@ -684,8 +685,8 @@ <h5>Yue Zhang</h5>
                         <br>
                     </div>
 
-                    <div id="Farah" class="collapse" data-parent="#accordion">
-                        <strong>Title: </strong>Lifelong Learning Dialogue Systems
+                    <div id="Yue" class="collapse" data-parent="#accordion">
+                        <strong>Title: </strong>AutoSurvey: Large Language Models Can Automatically Write Surveys
                         <br>
                         <strong>Speaker: </strong><a href="https://frcchang.github.io/ ">Yue Zhang @ Westlake Unv</a>
                         <br>