From df0e38040a3b2a37f733d93c9664e7da5ce395af Mon Sep 17 00:00:00 2001
From: buchuitoudegou <756541536@qq.com>
Date: Fri, 27 Jun 2025 11:23:34 +0800
Subject: [PATCH 1/4] Fix typo in pub title

---
 src/components/Publication/pub_data.json | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/components/Publication/pub_data.json b/src/components/Publication/pub_data.json
index 8d33864..b48efa2 100644
--- a/src/components/Publication/pub_data.json
+++ b/src/components/Publication/pub_data.json
@@ -1957,7 +1957,7 @@
     "isJournal": false
   },
   {
-    "title": "A Comprehensive Benchmark on Spectral GNNs: The lmpact on Efficiency,Memory, and Effectiveness.", 
+    "title": "A Comprehensive Benchmark on Spectral GNNs: The lmpact on Efficiency, Memory, and Effectiveness.", 
     "authors": [
       "Ningyi Liao",
       "Haoyu Liu",

From f0c78c8242a049c861618755efde851af3fcd536 Mon Sep 17 00:00:00 2001
From: buchuitoudegou <756541536@qq.com>
Date: Fri, 27 Jun 2025 11:25:10 +0800
Subject: [PATCH 2/4] fix sigma title

---
 src/components/Publication/pub_data.json | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/components/Publication/pub_data.json b/src/components/Publication/pub_data.json
index b48efa2..69b3818 100644
--- a/src/components/Publication/pub_data.json
+++ b/src/components/Publication/pub_data.json
@@ -1841,7 +1841,7 @@
     "isJournal": false
   },
   {
-    "title": "SIGMA: An Efficient Heterophilous Graph Neural Network With Similarity-based Efficient Global Aggregation.",
+    "title": "SIGMA: An Efficient Heterophilous Graph Neural Network with Fast Global Aggregation.",
     "authors": [
       "Haoyu Liu",
       "Ningyi Liao", 

From 5fc0364b6a73870f255e0ae5e195961850338271 Mon Sep 17 00:00:00 2001
From: buchuitoudegou <756541536@qq.com>
Date: Fri, 27 Jun 2025 11:25:38 +0800
Subject: [PATCH 3/4] add sigma link

---
 src/components/Publication/pub_data.json | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/components/Publication/pub_data.json b/src/components/Publication/pub_data.json
index 69b3818..b7ed0c0 100644
--- a/src/components/Publication/pub_data.json
+++ b/src/components/Publication/pub_data.json
@@ -1850,7 +1850,7 @@
     "conference": "ICDE",
     "year": 2025,
     "video": "",
-    "href": "",
+    "href": "https://arxiv.org/abs/2305.09958",
     "description": "",
     "imgSrc": "",
     "keywords": [

From 8de554bc4ac1b008c79d1b72d80c5af295fc32c1 Mon Sep 17 00:00:00 2001
From: buchuitoudegou <756541536@qq.com>
Date: Fri, 27 Jun 2025 11:26:34 +0800
Subject: [PATCH 4/4] add sigma code

---
 src/components/Publication/pub_data.json | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/components/Publication/pub_data.json b/src/components/Publication/pub_data.json
index b7ed0c0..5c3b0fd 100644
--- a/src/components/Publication/pub_data.json
+++ b/src/components/Publication/pub_data.json
@@ -1863,7 +1863,7 @@
     "isExtension": false,
     "hasExtension": -1,
     "isVisible": true,
-    "code": "",
+    "code": "https://github.com/hyLiu-777/SIGMA",
     "confExtra": "",
     "isJournal": false
   },