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diff --git a/content/home/news.md b/content/home/news.md
@@ -12,6 +12,13 @@ direction_img = "boards_new.jpg"
 robotic_video = "open_cabinet.mp4"
 robotic_video_2 = "faucet.mp4"
 
+
+[[item]]
+    title = "[17-08-2024] Bias_in_AVS is selected as Oral by ACM MM!"
+    subtitle = "Congrats to Peiwen!"
+    subtitle_color = ""
+    link = ""
+
 [[item]]
     title = "[17-07-2024] Ref-AVS is selected as Hugging Face Daily Paper!"
     subtitle = "Congrats to Yaoting!"

diff --git a/content/publication/.DS_Store b/content/publication/.DS_Store
diff --git a/...cation/Balanced Multimodal Learning via On-the-fly Gradient Modulation/index.md b/...cation/Balanced Multimodal Learning via On-the-fly Gradient Modulation/index.md
@@ -1,5 +1,5 @@
 ---  
-title: "Balanced Multimodal Learning via On-the-fly Gradient Modulation"  
+title: "Balanced Multimodal Learning via On-the-fly Gradient Modulation (CVPR Oral)"  
 authors:  
  - Xiaokang Peng*  
  - Yake Wei*  

diff --git a/...Can Textual Semantics Mitigate Sounding Object SegmentationPreference?/index.md b/...Can Textual Semantics Mitigate Sounding Object SegmentationPreference?/index.md
@@ -9,8 +9,8 @@ authors:
 publication_types: ["1"]  
 publication: European Conference on Computer Vision(ECCV) 2024
 publication_types_name: Conference Paper  
-url_pdf: 
-url_code: 
+url_pdf: https://www.arxiv.org/abs/2407.10947
+url_code: https://github.com/gewu-lab/sounding-object-segmentation-preference
 topic_types: ["3"]
 # topic_types_name: topic_hash
 rating : 2024_06_30

diff --git a/.../publication/Ref-AVS: Refer and Segment Objects in Audio-Visual Scenes/index.md b/.../publication/Ref-AVS: Refer and Segment Objects in Audio-Visual Scenes/index.md
@@ -10,8 +10,9 @@ authors:
 publication_types: ["1"]  
 publication: European Conference on Computer Vision(ECCV) 2024
 publication_types_name: Conference Paper  
-url_pdf: 
-url_code: 
+url_pdf:  https://arxiv.org/abs/2407.10957
+url_code: https://github.com/GeWu-Lab/Ref-AVS
+url_project: https://gewu-lab.github.io/Ref-AVS/
 topic_types: ["3"]
 # topic_types_name: topic_hash
 rating : 2024_06_30

diff --git a/...ication/Unveiling and Mitigating Bias in Audio Visual Segmentation/featured.jpg b/...ication/Unveiling and Mitigating Bias in Audio Visual Segmentation/featured.jpg
diff --git a/...publication/Unveiling and Mitigating Bias in Audio Visual Segmentation/index.md b/...publication/Unveiling and Mitigating Bias in Audio Visual Segmentation/index.md
@@ -0,0 +1,14 @@
+---  
+title: "Unveiling and Mitigating Bias in Audio Visual Segmentation (ACM MM Oral)"  
+authors:  
+ - Peiwen Sun
+ - Honggang Zhang
+ - Di Hu
+publication_types: ["1"]  
+publication: ACM MM 2024
+publication_types_name: Conference Paper  
+url_code: https://gewu-lab.github.io/bias_in_AVS/
+topic_types: ["3"]
+# topic_types_name: topic_hash
+rating : 2024_07_30
+---  
diff --git a/docs/authors/andong-deng/index.html b/docs/authors/andong-deng/index.html
@@ -387,7 +387,7 @@ <h3>Latest</h3>
       <ul>
 
         <li>
-          <a href="/publication/balanced-multimodal-learning-via-on-the-fly-gradient-modulation/">Balanced Multimodal Learning via On-the-fly Gradient Modulation</a>
+          <a href="/publication/balanced-multimodal-learning-via-on-the-fly-gradient-modulation/">Balanced Multimodal Learning via On-the-fly Gradient Modulation (CVPR Oral)</a>
         </li>
 
         <li>

diff --git a/docs/authors/andong-deng/index.xml b/docs/authors/andong-deng/index.xml
@@ -13,7 +13,7 @@
     </image>
 
     <item>
-      <title>Balanced Multimodal Learning via On-the-fly Gradient Modulation</title>
+      <title>Balanced Multimodal Learning via On-the-fly Gradient Modulation (CVPR Oral)</title>
       <link>/publication/balanced-multimodal-learning-via-on-the-fly-gradient-modulation/</link>
       <pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate>
       <guid>/publication/balanced-multimodal-learning-via-on-the-fly-gradient-modulation/</guid>

diff --git a/docs/authors/di-hu/index.html b/docs/authors/di-hu/index.html
@@ -399,7 +399,7 @@ <h3>Latest</h3>
         </li>
 
         <li>
-          <a href="/publication/balanced-multimodal-learning-via-on-the-fly-gradient-modulation/">Balanced Multimodal Learning via On-the-fly Gradient Modulation</a>
+          <a href="/publication/balanced-multimodal-learning-via-on-the-fly-gradient-modulation/">Balanced Multimodal Learning via On-the-fly Gradient Modulation (CVPR Oral)</a>
         </li>
 
         <li>
@@ -606,6 +606,10 @@ <h3>Latest</h3>
           <a href="/publication/unsupervised-multi-source-domain-adaptation-for-person-re-identification/">Unsupervised Multi-Source Domain Adaptation for Person Re-Identification</a>
         </li>
 
+        <li>
+          <a href="/publication/unveiling-and-mitigating-bias-in-audio-visual-segmentation/">Unveiling and Mitigating Bias in Audio Visual Segmentation (ACM MM Oral)</a>
+        </li>
+
         <li>
           <a href="/publication/visual-sound-localization-in-the-wild-by-cross-modal-interference-erasing/">Visual Sound Localization in-the-Wild by Cross-Modal Interference Erasing</a>
         </li>

diff --git a/docs/authors/di-hu/index.xml b/docs/authors/di-hu/index.xml
@@ -37,7 +37,7 @@
     </item>
 
     <item>
-      <title>Balanced Multimodal Learning via On-the-fly Gradient Modulation</title>
+      <title>Balanced Multimodal Learning via On-the-fly Gradient Modulation (CVPR Oral)</title>
       <link>/publication/balanced-multimodal-learning-via-on-the-fly-gradient-modulation/</link>
       <pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate>
       <guid>/publication/balanced-multimodal-learning-via-on-the-fly-gradient-modulation/</guid>
@@ -452,6 +452,14 @@
       <description></description>
     </item>
 
+    <item>
+      <title>Unveiling and Mitigating Bias in Audio Visual Segmentation (ACM MM Oral)</title>
+      <link>/publication/unveiling-and-mitigating-bias-in-audio-visual-segmentation/</link>
+      <pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate>
+      <guid>/publication/unveiling-and-mitigating-bias-in-audio-visual-segmentation/</guid>
+      <description></description>
+    </item>
+
     <item>
       <title>Visual Sound Localization in-the-Wild by Cross-Modal Interference Erasing</title>
       <link>/publication/visual-sound-localization-in-the-wild-by-cross-modal-interference-erasing/</link>

diff --git a/docs/authors/dong-wang/index.html b/docs/authors/dong-wang/index.html
@@ -387,7 +387,7 @@ <h3>Latest</h3>
       <ul>
 
         <li>
-          <a href="/publication/balanced-multimodal-learning-via-on-the-fly-gradient-modulation/">Balanced Multimodal Learning via On-the-fly Gradient Modulation</a>
+          <a href="/publication/balanced-multimodal-learning-via-on-the-fly-gradient-modulation/">Balanced Multimodal Learning via On-the-fly Gradient Modulation (CVPR Oral)</a>
         </li>
 
         <li>

diff --git a/docs/authors/dong-wang/index.xml b/docs/authors/dong-wang/index.xml
@@ -13,7 +13,7 @@
     </image>
 
     <item>
-      <title>Balanced Multimodal Learning via On-the-fly Gradient Modulation</title>
+      <title>Balanced Multimodal Learning via On-the-fly Gradient Modulation (CVPR Oral)</title>
       <link>/publication/balanced-multimodal-learning-via-on-the-fly-gradient-modulation/</link>
       <pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate>
       <guid>/publication/balanced-multimodal-learning-via-on-the-fly-gradient-modulation/</guid>

diff --git a/docs/authors/guangyao-li/index.html b/docs/authors/guangyao-li/index.html
@@ -115,7 +115,7 @@
 
     <meta property="og:site_name" content="GeWu-Lab">
     <meta property="og:url" content="/authors/guangyao-li/">
-    <meta property="og:title" content="Guangyao Li | GeWu-Lab">
+    <meta property="og:title" content="Guangyao Li* | GeWu-Lab">
     <meta property="og:description" content="Undergraduate, Since 2021"><meta property="og:image" content="/img/logo.png">
     <meta property="twitter:image" content="/img/logo.png"><meta property="og:locale" content="en-us">
 
@@ -370,7 +370,7 @@ <h1>Search</h1>
 
 
 <div class="universal-wrapper pt-3">
-  <h1>Guangyao Li</h1>
+  <h1>Guangyao Li*</h1>
 </div>
 
 

diff --git a/docs/authors/guangyao-li/index.xml b/docs/authors/guangyao-li/index.xml
@@ -1,14 +1,14 @@
 <?xml version="1.0" encoding="utf-8" standalone="yes" ?>
 <rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom">
   <channel>
-    <title>Guangyao Li | GeWu-Lab</title>
+    <title>Guangyao Li* | GeWu-Lab</title>
     <link>/authors/guangyao-li/</link>
       <atom:link href="/authors/guangyao-li/index.xml" rel="self" type="application/rss+xml" />
-    <description>Guangyao Li</description>
+    <description>Guangyao Li*</description>
     <generator>Source Themes Academic (https://sourcethemes.com/academic/)</generator><language>en-us</language><copyright>copyright © 2024 GeWu-Lab</copyright>
     <image>
       <url>/img/logo.png</url>
-      <title>Guangyao Li</title>
+      <title>Guangyao Li*</title>
       <link>/authors/guangyao-li/</link>
     </image>
 

diff --git a/docs/authors/honggang-zhang/index.html b/docs/authors/honggang-zhang/index.html
@@ -394,6 +394,10 @@ <h3>Latest</h3>
           <a href="/publication/ref-avs-refer-and-segment-objects-in-audio-visual-scenes/">Ref-AVS: Refer and Segment Objects in Audio-Visual Scenes</a>
         </li>
 
+        <li>
+          <a href="/publication/unveiling-and-mitigating-bias-in-audio-visual-segmentation/">Unveiling and Mitigating Bias in Audio Visual Segmentation (ACM MM Oral)</a>
+        </li>
+
       </ul>
     </div>
 

diff --git a/docs/authors/honggang-zhang/index.xml b/docs/authors/honggang-zhang/index.xml
@@ -28,5 +28,13 @@
       <description></description>
     </item>
 
+    <item>
+      <title>Unveiling and Mitigating Bias in Audio Visual Segmentation (ACM MM Oral)</title>
+      <link>/publication/unveiling-and-mitigating-bias-in-audio-visual-segmentation/</link>
+      <pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate>
+      <guid>/publication/unveiling-and-mitigating-bias-in-audio-visual-segmentation/</guid>
+      <description></description>
+    </item>
+
   </channel>
 </rss>
diff --git a/docs/authors/index.xml b/docs/authors/index.xml
@@ -409,7 +409,7 @@ He got his undergraduate degree at &lt;a href=&#34;https://www.ruc.edu.cn/&#34;
     </item>
 
     <item>
-      <title>Guangyao Li</title>
+      <title>Guangyao Li*</title>
       <link>/authors/guangyao-li/</link>
       <pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate>
       <guid>/authors/guangyao-li/</guid>
@@ -553,7 +553,7 @@ He got his undergraduate degree at &lt;a href=&#34;https://www.ruc.edu.cn/&#34;
     </item>
 
     <item>
-      <title>Lichao Mou</title>
+      <title>Lichao Mou*</title>
       <link>/authors/lichao-mou/</link>
       <pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate>
       <guid>/authors/lichao-mou/</guid>
@@ -961,7 +961,7 @@ He got his undergraduate degree at &lt;a href=&#34;https://www.ruc.edu.cn/&#34;
     </item>
 
     <item>
-      <title>Yapeng Tian*</title>
+      <title>Yapeng Tian</title>
       <link>/authors/yapeng-tian/</link>
       <pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate>
       <guid>/authors/yapeng-tian/</guid>

diff --git a/docs/authors/lichao-mou/index.html b/docs/authors/lichao-mou/index.html
@@ -115,7 +115,7 @@
 
     <meta property="og:site_name" content="GeWu-Lab">
     <meta property="og:url" content="/authors/lichao-mou/">
-    <meta property="og:title" content="Lichao Mou | GeWu-Lab">
+    <meta property="og:title" content="Lichao Mou* | GeWu-Lab">
     <meta property="og:description" content="Undergraduate, Since 2021"><meta property="og:image" content="/img/logo.png">
     <meta property="twitter:image" content="/img/logo.png"><meta property="og:locale" content="en-us">
 
@@ -370,7 +370,7 @@ <h1>Search</h1>
 
 
 <div class="universal-wrapper pt-3">
-  <h1>Lichao Mou</h1>
+  <h1>Lichao Mou*</h1>
 </div>
 
 

diff --git a/docs/authors/lichao-mou/index.xml b/docs/authors/lichao-mou/index.xml
@@ -1,14 +1,14 @@
 <?xml version="1.0" encoding="utf-8" standalone="yes" ?>
 <rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom">
   <channel>
-    <title>Lichao Mou | GeWu-Lab</title>
+    <title>Lichao Mou* | GeWu-Lab</title>
     <link>/authors/lichao-mou/</link>
       <atom:link href="/authors/lichao-mou/index.xml" rel="self" type="application/rss+xml" />
-    <description>Lichao Mou</description>
+    <description>Lichao Mou*</description>
     <generator>Source Themes Academic (https://sourcethemes.com/academic/)</generator><language>en-us</language><copyright>copyright © 2024 GeWu-Lab</copyright>
     <image>
       <url>/img/logo.png</url>
-      <title>Lichao Mou</title>
+      <title>Lichao Mou*</title>
       <link>/authors/lichao-mou/</link>
     </image>
 

diff --git a/docs/authors/page/12/index.html b/docs/authors/page/12/index.html
@@ -421,7 +421,7 @@ <h1>Authors</h1>
       <li><a href="/authors/yaoting-wang/">Yaoting Wang*</a></li>
 
 
-      <li><a href="/authors/yapeng-tian/">Yapeng Tian*</a></li>
+      <li><a href="/authors/yapeng-tian/">Yapeng Tian</a></li>
 
 
       <li><a href="/authors/ying-shan/">Ying Shan</a></li>

diff --git a/docs/authors/page/5/index.html b/docs/authors/page/5/index.html
@@ -424,7 +424,7 @@ <h1>Authors</h1>
       <li><a href="/authors/feiping-nie/">Feiping Nie</a></li>
 
 
-      <li><a href="/authors/guangyao-li/">Guangyao Li</a></li>
+      <li><a href="/authors/guangyao-li/">Guangyao Li*</a></li>
 
 
       <li><a href="/authors/han-zhang/">Han Zhang</a></li>

diff --git a/docs/authors/page/7/index.html b/docs/authors/page/7/index.html
@@ -418,7 +418,7 @@ <h1>Authors</h1>
       <li><a href="/authors/lei-bai/">Lei Bai</a></li>
 
 
-      <li><a href="/authors/lichao-mou/">Lichao Mou</a></li>
+      <li><a href="/authors/lichao-mou/">Lichao Mou*</a></li>
 
 
       <li><a href="/authors/licheng-wang/">Licheng Wang</a></li>

diff --git a/docs/authors/peiwen-sun/index.html b/docs/authors/peiwen-sun/index.html
@@ -398,6 +398,10 @@ <h3>Latest</h3>
           <a href="/publication/stepping-stones-a-progressive-training-strategy-for-audio-visual-semantic-segmentation/">Stepping Stones: A Progressive Training Strategy for Audio-Visual Semantic Segmentation</a>
         </li>
 
+        <li>
+          <a href="/publication/unveiling-and-mitigating-bias-in-audio-visual-segmentation/">Unveiling and Mitigating Bias in Audio Visual Segmentation (ACM MM Oral)</a>
+        </li>
+
       </ul>
     </div>
 

diff --git a/docs/authors/peiwen-sun/index.xml b/docs/authors/peiwen-sun/index.xml
@@ -36,5 +36,13 @@
       <description></description>
     </item>
 
+    <item>
+      <title>Unveiling and Mitigating Bias in Audio Visual Segmentation (ACM MM Oral)</title>
+      <link>/publication/unveiling-and-mitigating-bias-in-audio-visual-segmentation/</link>
+      <pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate>
+      <guid>/publication/unveiling-and-mitigating-bias-in-audio-visual-segmentation/</guid>
+      <description></description>
+    </item>
+
   </channel>
 </rss>
diff --git a/docs/authors/xiaokang-peng/index.html b/docs/authors/xiaokang-peng/index.html
@@ -387,7 +387,7 @@ <h3>Latest</h3>
       <ul>
 
         <li>
-          <a href="/publication/balanced-multimodal-learning-via-on-the-fly-gradient-modulation/">Balanced Multimodal Learning via On-the-fly Gradient Modulation</a>
+          <a href="/publication/balanced-multimodal-learning-via-on-the-fly-gradient-modulation/">Balanced Multimodal Learning via On-the-fly Gradient Modulation (CVPR Oral)</a>
         </li>
 
       </ul>

diff --git a/docs/authors/xiaokang-peng/index.xml b/docs/authors/xiaokang-peng/index.xml
@@ -13,7 +13,7 @@
     </image>
 
     <item>
-      <title>Balanced Multimodal Learning via On-the-fly Gradient Modulation</title>
+      <title>Balanced Multimodal Learning via On-the-fly Gradient Modulation (CVPR Oral)</title>
       <link>/publication/balanced-multimodal-learning-via-on-the-fly-gradient-modulation/</link>
       <pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate>
       <guid>/publication/balanced-multimodal-learning-via-on-the-fly-gradient-modulation/</guid>

diff --git a/docs/authors/yake-wei/index.html b/docs/authors/yake-wei/index.html
@@ -387,7 +387,7 @@ <h3>Latest</h3>
       <ul>
 
         <li>
-          <a href="/publication/balanced-multimodal-learning-via-on-the-fly-gradient-modulation/">Balanced Multimodal Learning via On-the-fly Gradient Modulation</a>
+          <a href="/publication/balanced-multimodal-learning-via-on-the-fly-gradient-modulation/">Balanced Multimodal Learning via On-the-fly Gradient Modulation (CVPR Oral)</a>
         </li>
 
         <li>

diff --git a/docs/authors/yake-wei/index.xml b/docs/authors/yake-wei/index.xml
@@ -13,7 +13,7 @@
     </image>
 
     <item>
-      <title>Balanced Multimodal Learning via On-the-fly Gradient Modulation</title>
+      <title>Balanced Multimodal Learning via On-the-fly Gradient Modulation (CVPR Oral)</title>
       <link>/publication/balanced-multimodal-learning-via-on-the-fly-gradient-modulation/</link>
       <pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate>
       <guid>/publication/balanced-multimodal-learning-via-on-the-fly-gradient-modulation/</guid>

diff --git a/docs/authors/yapeng-tian/index.html b/docs/authors/yapeng-tian/index.html
@@ -115,7 +115,7 @@
 
     <meta property="og:site_name" content="GeWu-Lab">
     <meta property="og:url" content="/authors/yapeng-tian/">
-    <meta property="og:title" content="Yapeng Tian* | GeWu-Lab">
+    <meta property="og:title" content="Yapeng Tian | GeWu-Lab">
     <meta property="og:description" content="Undergraduate, Since 2021"><meta property="og:image" content="/img/logo.png">
     <meta property="twitter:image" content="/img/logo.png"><meta property="og:locale" content="en-us">
 
@@ -370,7 +370,7 @@ <h1>Search</h1>
 
 
 <div class="universal-wrapper pt-3">
-  <h1>Yapeng Tian*</h1>
+  <h1>Yapeng Tian</h1>
 </div>
 
 

diff --git a/docs/authors/yapeng-tian/index.xml b/docs/authors/yapeng-tian/index.xml
@@ -1,14 +1,14 @@
 <?xml version="1.0" encoding="utf-8" standalone="yes" ?>
 <rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom">
   <channel>
-    <title>Yapeng Tian* | GeWu-Lab</title>
+    <title>Yapeng Tian | GeWu-Lab</title>
     <link>/authors/yapeng-tian/</link>
       <atom:link href="/authors/yapeng-tian/index.xml" rel="self" type="application/rss+xml" />
-    <description>Yapeng Tian*</description>
+    <description>Yapeng Tian</description>
     <generator>Source Themes Academic (https://sourcethemes.com/academic/)</generator><language>en-us</language><copyright>copyright © 2024 GeWu-Lab</copyright>
     <image>
       <url>/img/logo.png</url>
-      <title>Yapeng Tian*</title>
+      <title>Yapeng Tian</title>
       <link>/authors/yapeng-tian/</link>
     </image>
 

diff --git a/docs/index.html b/docs/index.html
@@ -565,7 +565,10 @@ <h2>News</h2>
         <hr/>
         <div style="height: 450px; margin-top: 20px; overflow:auto">
 
-            <a href="" target="_blank">[17-07-2024] One paper is selected as Hugging Face Daily Paper!</a>  
+            <a href="" target="_blank">[17-08-2024] Bias_in_AVS is selected as Oral by ACM MM!</a>  
+            <p style="color: ;">Congrats to Peiwen!</p>
+
+            <a href="" target="_blank">[17-07-2024] Ref-AVS is selected as Hugging Face Daily Paper!</a>  
             <p style="color: ;">Congrats to Yaoting!</p>
 
             <a href="" target="_blank">[16-07-2024] Two papers accepted by ACM-MM.</a>  

diff --git a/docs/index.json b/docs/index.json
-Original file line number
+Diff line change
@@ Expand Up / @@ -387,7 +387,7 @@ <h3>Latest</h3> @@
           <ul>
             <li>
-              <a href="/publication/balanced-multimodal-learning-via-on-the-fly-gradient-modulation/">Balanced Multimodal Learning via On-the-fly Gradient Modulation</a>
+              <a href="/publication/balanced-multimodal-learning-via-on-the-fly-gradient-modulation/">Balanced Multimodal Learning via On-the-fly Gradient Modulation (CVPR Oral)</a>
             </li>
             <li>
@@ Expand Down @@