From de8775d0e02408613f540bba66ee2d0818da9a48 Mon Sep 17 00:00:00 2001
From: Baixiang Huang <bhuang15@hawk.iit.edu>
Date: Sun, 26 Jan 2025 21:17:11 -0600
Subject: [PATCH] update

---
 index.html | 102 ++++++++++++++++++++++++++---------------------------
 1 file changed, 51 insertions(+), 51 deletions(-)

diff --git a/index.html b/index.html
index 30d1d69..4117fb7 100644
--- a/index.html
+++ b/index.html
@@ -141,42 +141,34 @@
             <h1 class="title is-4 publication-title">This is an initiative aiming to explore and understand knowledge editing in LLMs
             </h1>
             <!-- <h1 class="title is-5 publication-title">(Contact: <a href="https://canyuchen.com/" target="_blank">Canyu Chen</a> and <a href="https://baixianghuang.github.io/" target="_blank">Baixiang Huang</a>) -->
-            <h1 class="title is-5 publication-title">(Correspondence to: <a href="https://www.cs.emory.edu/~kshu5/" target="_blank">Kai Shu</a>)
+            <!-- <h1 class="title is-5 publication-title">(Correspondence to: <a href="https://www.cs.emory.edu/~kshu5/" target="_blank">Kai Shu</a>) -->
             </h1>
             <ul>
 
               <div class="columns is-centered has-text-centered">
               <div class="column is-four-fifths">
               <div class="content has-text-justified">
-              <a href="#Can-Knowledge-Editing-Really-Correct-Hallucinations"> <font color="red">(New Preprint)</font> <b>Can Knowledge Editing Really Correct Hallucinations?</b></a>
+              <a href="#Can-Knowledge-Editing-Really-Correct-Hallucinations"> (ICLR 2025) <b>Can Knowledge Editing Really Correct Hallucinations?</b></a>
               <br>
               - We proposed <b>HalluEditBench</b> to holistically benchmark knowledge editing methods in correcting real-world hallucinations on five dimensions including <b><i>Efficacy</i></b>, <b><i>Generalization</i></b>, <b><i>Portability</i></b>, <b><i>Locality</i></b>, and <b><i>Robustness</i></b>. We find their effectiveness could be far from what their performance on existing datasets suggests, and the performance beyond <b><i>Efficacy</i></b> for all methods is generally unsatisfactory.
               <br>
-              <a href="#Can-Editing-LLMs-Inject-Harm"> <font color="red">(New Preprint)</font> <b>Can Editing LLMs Inject Harm?</b></a>
+              <a href="#Can-Editing-LLMs-Inject-Harm"> (Preprint) <b>Can Editing LLMs Inject Harm?</b></a>
               <br>
               - We propose to reformulate knowledge editing as a new type of safety threat for LLMs, namely <b><i>Editing Attack</i></b>, and discover its emerging risk of injecting misinformation or bias into LLMs stealthily, indicating the feasibility of disseminating misinformation or bias with LLMs as new channels.
               <br>
               <br>
-              <div class="column has-text-centered">
+              
+              <!-- <div class="column has-text-centered">
               <h1 class="title is-4 publication-title">Related Work
               </h1>
               </div>
-              <!-- <a href="https://llm-authorship.github.io/" target="_blank"> <font color="red">(New Survey)</font> <b>Authorship Attribution in the Era of LLMs: Problems, Methodologies, and Challenges</b></a> -->
               <a href="https://llm-authorship.github.io/" target="_blank"> (SIGKDD Explorations 2024) <b>Authorship Attribution in the Era of LLMs: Problems, Methodologies, and Challenges</b></a>
               <br>
               - This survey paper systematically categorizes authorship attribution in the era of LLMs into four problems: <i>attributing unknown texts to human authors</i>, <i>detecting LLM-generated texts</i>, <i>identifying specific LLMs or human authors</i>, and <i>classifying texts as human-authored, machine-generated, or co-authored by both</i>, while also highlighting key challenges and open problems.
               <br><a href="https://llm-authorship.github.io/#canllm-identify-authorship" target="_blank"> (EMNLP 2024 Findings) <b>Can Large Language Models Identify Authorship?</b></a>
               <br>
               - We propose <b>Linguistically Informed Prompting (LIP)</b> strategy, which offers in-context linguistic guidance, to boost LLMs' reasoning capacity for <i>authorship verification</i> and <i>attribution</i> tasks, while also providing natural language explanations.
-              <br>
-              <a href="https://llm-misinformation.github.io/#Combating-Misinformation-in-the-Age-of-LLMs-Opportunities-and-Challenges" target="_blank"> (AI Magazine 2024) <b>Combating Misinformation in the Age of LLMs: Opportunities and Challenges</b></a>
-              <br>
-               - A survey of the opportunities (<b><i>can we utilize LLMs to combat misinformation</i></b>) and challenges (<b><i></i>how to combat LLM-generated misinformation</i></b>) of combating misinformation in the age of LLMs.
-              <br>
-              <a href="https://llm-misinformation.github.io/#Can-LLM-Generated-Misinformation-Be-Detected" target="_blank"> (Proceedings of ICLR 2024) <b>Can LLM-Generated Misinformation Be Detected?</b></a>
-              <br>
-              - We discover that LLM-generated misinformation can be <b><i>harder</i></b> to detect for humans and detectors compared to human-written misinformation with the same semantics, which suggests it can have <b><i>more deceptive styles</i></b> and potentially cause more harm.
-              <!-- <br> -->
+              <br> -->
               </div>
               </div>
               </div>
@@ -204,18 +196,18 @@ <h1 id="Can-Knowledge-Editing-Really-Correct-Hallucinations" class="is-size-5 pu
                 <span class="author-block">
                   <a href="https://baixianghuang.github.io/" target="_blank">Baixiang Huang<sup>*1</sup></a>,</span>
                 <span class="author-block">
-                  <a href="https://canyuchen.com" target="_blank">Canyu Chen<sup>*1</sup></a>,</span>
+                  <a href="https://canyuchen.com" target="_blank">Canyu Chen<sup>*2</sup></a>,</span>
                 <span class="author-block">
-                  <a href="https://xiongxiaoxu.github.io/" target="_blank">Xiongxiao Xu<sup>1</sup></a>,</span>
+                  <a href="https://xiongxiaoxu.github.io/" target="_blank">Xiongxiao Xu<sup>2</sup></a>,</span>
                 <span class="author-block">
-                  <a href="https://scholar.google.com/citations?hl=en&user=9rHwD8wAAAAJ&view_op=list_works" target="_blank">Ali Payani<sup>2</sup></a>,</span>
+                  <a href="https://scholar.google.com/citations?hl=en&user=9rHwD8wAAAAJ&view_op=list_works" target="_blank">Ali Payani<sup>3</sup></a>,</span>
                 <span class="author-block">
-                  <a href="https://www.cs.emory.edu/~kshu5/" target="_blank">Kai Shu<sup>3</sup></a></span>
+                  <a href="https://www.cs.emory.edu/~kshu5/" target="_blank">Kai Shu<sup>1</sup></a></span>
               </div>
               <div class="is-size-5 publication-institutions">
-                <span class="institution-block">1. Illinois Institute of Technology,</span>
-                <span class="institution-block">2. Cisco Research,</span>
-                <span class="institution-block">3. Emory University</span>
+                <span class="institution-block">1. Emory University,</span>
+                <span class="institution-block">2. Illinois Institute of Technology,</span>
+                <span class="institution-block">3. Cisco Research</span>
               </div>
               <div>
                 <span class="is-size-6">* Equal contribution</span>
@@ -287,10 +279,9 @@ <h1 id="Can-Knowledge-Editing-Really-Correct-Hallucinations" class="is-size-5 pu
               </div>
             </div>
             <div class="is-size-5 publication-authors">
-              <span class="author-block"> Presented in workshop  <em><strong><a href="https://safegenaiworkshop.github.io/" target="_blank" style="text-decoration:none"><font color="#494e52">Safe Generative AI@NeurIPS 2024</font></a></strong></em>.</span>
-              <!-- <br /> <strong><font color="red">🏆 Award:</font> <a href="https://rdi.berkeley.edu/events/decentralizationaisummit24" style="text-decoration:none"><font color="red">Research Spotlight</font></a>
-            </strong> in <i><a href="https://rdi.berkeley.edu/events/decentralizationaisummit24" style="text-decoration:none"><font color="#494e52">The 2024 Summit on Responsible Decentralized Intelligence —— Future of Decentralization and AI</font></a></i>, 
-            hosted by <a href="https://rdi.berkeley.edu/" style="text-decoration:none"><font color="#494e52">The Berkeley Center for Responsible, Decentralized Intelligence</font></a> -->
+              <!-- <span class="author-block"> Presented in workshop  <em><strong><a href="https://safegenaiworkshop.github.io/" target="_blank" style="text-decoration:none"><font color="#494e52">Safe Generative AI@NeurIPS 2024</font></a></strong></em>.</span> -->
+              <span class="author-block"> The Thirteenth International Conference on Learning Representations (ICLR 2025)</span>
+              
             </div>
           </div>
         </div>
@@ -494,14 +485,21 @@ <h2 class="title is-3">Results and Analysis</h2>
   <br>
   <div class="container is-max-desktop content">
     <h2 class="title">BibTeX</h2>
-<pre><code>@article{huang2024canknowledge,
-  title   = {Can Knowledge Editing Really Correct Hallucinations?},
-  author  = {Baixiang Huang and Canyu Chen and Xiongxiao Xu and Ali Payani and Kai Shu},
-  year    = {2024},
-  journal = {arXiv preprint arXiv: 2410.16251}
+<pre><code>@inproceedings{huang2024halluedit,
+  title     = {Can Knowledge Editing Really Correct Hallucinations?},
+  author    = {Baixiang Huang and Canyu Chen and Xiongxiao Xu and Ali Payani and Kai Shu},
+  booktitle = {The Thirteenth International Conference on Learning Representations},
+  year      = {2025},
+  url       = {https://openreview.net/forum?id=hmDt068MoZ}
 }</code></pre>
   </div>
-
+  <!-- @article{huang2024halluedit,
+    title   = {Can Knowledge Editing Really Correct Hallucinations?},
+    author  = {Baixiang Huang and Canyu Chen and Xiongxiao Xu and Ali Payani and Kai Shu},
+    year    = {2024},
+    journal = {arXiv preprint arXiv: 2410.16251}
+  } -->
+  
 </section>
 <br>
 <br>
@@ -562,43 +560,45 @@ <h1 id="Can-Editing-LLMs-Inject-Harm" class="is-size-5 publication-title">TLDR:
                 <span class="author-block">
                   <a href="https://canyuchen.com" target="_blank">Canyu Chen<sup>*1</sup></a>,</span>
                 <span class="author-block">
-                  <a href="https://baixianghuang.github.io/" target="_blank">Baixiang Huang<sup>*1</sup></a>,</span>
+                  <a href="https://baixianghuang.github.io/" target="_blank">Baixiang Huang<sup>*2</sup></a>,</span>
                 <span class="author-block">
-                  <a href="https://scholar.google.com/citations?user=MD61m08AAAAJ&hl=en" target="_blank">Zekun Li<sup>2</sup></a>,</span>
+                  <a href="https://scholar.google.com/citations?user=MD61m08AAAAJ&hl=en" target="_blank">Zekun Li<sup>3</sup></a>,</span>
                 <span class="author-block">
-                  <a href="https://billchan226.github.io/" target="_blank">Zhaorun Chen<sup>3</sup></a>,</span>
+                  <a href="https://billchan226.github.io/" target="_blank">Zhaorun Chen<sup>4</sup></a>,</span>
                 <span class="author-block">
-                  <a href="https://scholar.google.com/citations?user=qALDmfcAAAAJ&hl=en" target="_blank">Shiyang Lai<sup>3</sup></a>,</span>
+                  <a href="https://scholar.google.com/citations?user=qALDmfcAAAAJ&hl=en" target="_blank">Shiyang Lai<sup>4</sup></a>,</span>
                 <span class="author-block">
                   <a href="https://xiongxiaoxu.github.io/" target="_blank">Xiongxiao Xu<sup>1</sup></a>,</span>
                 <span class="author-block">
-                  <a href="https://jasonforjoy.github.io/" target="_blank">Jia-Chen Gu<sup>4</sup></a>,</span>
+                  <a href="https://jasonforjoy.github.io/" target="_blank">Jia-Chen Gu<sup>5</sup></a>,</span>
                 <span class="author-block">
-                  <a href="https://jindonggu.github.io/" target="_blank">Jindong Gu<sup>5</sup></a>,</span>
+                  <a href="https://jindonggu.github.io/" target="_blank">Jindong Gu<sup>6</sup></a>,</span>
                 <span class="author-block">
-                  <a href="https://www.huaxiuyao.io/" target="_blank">Huaxiu Yao<sup>6</sup></a>,</span>
+                  <a href="https://www.huaxiuyao.io/" target="_blank">Huaxiu Yao<sup>7</sup></a>,</span>
                 <span class="author-block">
-                  <a href="https://xiaocw11.github.io/" target="_blank">Chaowei Xiao<sup>7</sup></a>,</span>
+                  <a href="https://xiaocw11.github.io/" target="_blank">Chaowei Xiao<sup>8</sup></a>,</span>
                 <span class="author-block">
-                  <a href="https://sites.cs.ucsb.edu/~xyan/" target="_blank">Xifeng Yan<sup>2</sup></a>,</span>
+                  <a href="https://sites.cs.ucsb.edu/~xyan/" target="_blank">Xifeng Yan<sup>3</sup></a>,</span>
                 <span class="author-block">
-                  <a href="https://sites.cs.ucsb.edu/~william/" target="_blank">William Yang Wang<sup>2</sup></a>,</span>
+                  <a href="https://sites.cs.ucsb.edu/~william/" target="_blank">William Yang Wang<sup>3</sup></a>,</span>
                 <span class="author-block">
-                  <a href="https://www.robots.ox.ac.uk/~phst/" target="_blank">Philip Torr<sup>5</sup></a>,</span>
+                  <a href="https://www.robots.ox.ac.uk/~phst/" target="_blank">Philip Torr<sup>6</sup></a>,</span>
                 <span class="author-block">
-                  <a href="https://dawnsong.io/" target="_blank">Dawn Song<sup>8</sup></a>,</span>
+                  <a href="https://dawnsong.io/" target="_blank">Dawn Song<sup>9</sup></a>,</span>
                 <span class="author-block">
-                  <a href="https://www.cs.emory.edu/~kshu5/" target="_blank">Kai Shu<sup>1</sup></a></span>
+                  <a href="https://www.cs.emory.edu/~kshu5/" target="_blank">Kai Shu<sup>2</sup></a></span>
               </div>
               <div class="is-size-5 publication-institutions">
                 <span class="institution-block">1. Illinois Institute of Technology,</span>
-                <span class="institution-block">2. UCSB,</span>
-                <span class="institution-block">3. University of Chicago,</span>
-                <span class="institution-block">4. UCLA,</span>
-                <span class="institution-block">5. University of Oxford,</span>
-                <span class="institution-block">6. UNC-Chapel Hill,</span>
-                <span class="institution-block">7. University of Wisconsin - Madison,</span>
-                <span class="institution-block">8. University of California, Berkeley</span>
+                <span class="institution-block">2. Emory University</span>
+                <span class="institution-block">3. UCSB,</span>
+                <span class="institution-block">4. University of Chicago,</span>
+                <span class="institution-block">5. UCLA,</span>
+                <span class="institution-block">6. University of Oxford,</span>
+                <span class="institution-block">7. UNC-Chapel Hill,</span>
+                <span class="institution-block">8. University of Wisconsin - Madison,</span>
+                <span class="institution-block">9. University of California, Berkeley</span>
+                
               </div>
               <div>
                 <span class="is-size-6">* Equal contribution</span>