diff --git a/src/components/Publication/pub_data.json b/src/components/Publication/pub_data.json
index 110cf35..0a19902 100644
--- a/src/components/Publication/pub_data.json
+++ b/src/components/Publication/pub_data.json
@@ -2156,12 +2156,14 @@
     "isJournal": false
   },
   {
-    "title": "Modality-free Graph In-context Alignment.", 
+    "title": "Near-Optimality for Single-Source Personalized PageRank.", 
     "authors": [
-      "Wei Zhuo",
-      "Siqiang Luo"
+      "Xinpeng Jiang*",
+      "Haoyu Liu*",
+      "Siqiang Luo*",
+      "Xiaokui Xiao*  (* Order Alphabetically)"
     ],
-    "conference": "ICLR (Oral)",
+    "conference": "PODS",
     "year": 2026,
     "video": "",
     "href": "",
@@ -2182,24 +2184,23 @@
     "isJournal": false
   },
   {
-    "title": "Near-Optimality for Single-Source Personalized PageRank.", 
+    "title": "Are Learned DBMS Components Robust to Workload Drift?", 
     "authors": [
-      "Xinpeng Jiang*",
-      "Haoyu Liu*",
-      "Siqiang Luo*",
-      "Xiaokui Xiao*  (* Order Alphabetically)"
+      "Zizhong Meng",
+      "Gao Cong",
+      "Siqiang Luo"
     ],
-    "conference": "PODS",
+    "conference": "SIGMOD",
     "year": 2026,
     "video": "",
     "href": "",
     "description": "",
     "imgSrc": "",
     "keywords": [
-      "Graph Algorithms"
+      "Data Systems"
     ],
     "subKeywords": [
-      "Graph Theory" 
+      "Application Specialized" 
     ],
     "id": 76,
     "isExtension": false,
@@ -2210,23 +2211,25 @@
     "isJournal": false
   },
   {
-    "title": "Are Learned DBMS Components Robust to Workload Drift?", 
+    "title": "DIFFCOM: Conditional Discrete Diffusion Model for Community Search.", 
     "authors": [
-      "Zizhong Meng",
-      "Gao Cong",
-      "Siqiang Luo"
+      "Ling Li",
+      "Liang Bai",
+      "Siqiang Luo",
+      "Yejiang Wang",
+      "Yuhai Zhao"
     ],
-    "conference": "SIGMOD",
+    "conference": "ICDE",
     "year": 2026,
     "video": "",
     "href": "",
     "description": "",
     "imgSrc": "",
     "keywords": [
-      "Data Systems"
+      "Graph Algorithms"
     ],
     "subKeywords": [
-      "Application Specialized" 
+      "Graph Data Analytics" 
     ],
     "id": 77,
     "isExtension": false,
@@ -2237,15 +2240,12 @@
     "isJournal": false
   },
   {
-    "title": "DIFFCOM: Conditional Discrete Diffusion Model for Community Search.", 
+    "title": "Modality-free Graph In-context Alignment.", 
     "authors": [
-      "Ling Li",
-      "Liang Bai",
-      "Siqiang Luo",
-      "Yejiang Wang",
-      "Yuhai Zhao"
+      "Wei Zhuo",
+      "Siqiang Luo"
     ],
-    "conference": "ICDE",
+    "conference": "ICLR (Oral)",
     "year": 2026,
     "video": "",
     "href": "",
@@ -2255,7 +2255,7 @@
       "Graph Algorithms"
     ],
     "subKeywords": [
-      "Graph Data Analytics" 
+      "Graph Theory" 
     ],
     "id": 78,
     "isExtension": false,
@@ -2264,5 +2264,31 @@
     "code": "",
     "confExtra": "",
     "isJournal": false
+  },
+  {
+    "title": "What Makes a Desired Graph for Relational Deep Learning?", 
+    "authors": [
+      "Cheng Yao",
+      "Siqiang Luo"
+    ],
+    "conference": "ICML",
+    "year": 2026,
+    "video": "",
+    "href": "",
+    "description": "",
+    "imgSrc": "",
+    "keywords": [
+      "Graph Algorithms"
+    ],
+    "subKeywords": [
+      "Graph Data Analytics" 
+    ],
+    "id": 79,
+    "isExtension": false,
+    "hasExtension": -1,
+    "isVisible": true,
+    "code": "",
+    "confExtra": "",
+    "isJournal": false
   }
 ]
\ No newline at end of file