build since blog

feed/blog.xml

@@ -1,4 +1,4 @@
-<?xml version="1.0" encoding="utf-8"?><feed xmlns="http://www.w3.org/2005/Atom" ><generator uri="https://jekyllrb.com/" version="3.5.2">Jekyll</generator><link href="https://www.dgl.ai/feed/blog.xml" rel="self" type="application/atom+xml" /><link href="https://www.dgl.ai/" rel="alternate" type="text/html" /><updated>2023-08-17T01:43:26+00:00</updated><id>https://www.dgl.ai/feed/blog.xml</id><title type="html">Deep Graph Library | Blog</title><subtitle>Easy Deep Learning on Graphs</subtitle><entry><title type="html">Improving Graph Neural Networks via Network-in-network Architecture</title><link href="https://www.dgl.ai/blog/2022/11/28/ngnn.html" rel="alternate" type="text/html" title="Improving Graph Neural Networks via Network-in-network Architecture" /><published>2022-11-28T00:00:00+00:00</published><updated>2022-11-28T00:00:00+00:00</updated><id>https://www.dgl.ai/blog/2022/11/28/ngnn</id><content type="html" xml:base="https://www.dgl.ai/blog/2022/11/28/ngnn.html">&lt;p&gt;As Graph Neural Networks (GNNs) has become increasingly popular, there is a
+<?xml version="1.0" encoding="utf-8"?><feed xmlns="http://www.w3.org/2005/Atom" ><generator uri="https://jekyllrb.com/" version="3.5.2">Jekyll</generator><link href="https://www.dgl.ai/feed/blog.xml" rel="self" type="application/atom+xml" /><link href="https://www.dgl.ai/" rel="alternate" type="text/html" /><updated>2024-01-30T02:20:10+00:00</updated><id>https://www.dgl.ai/feed/blog.xml</id><title type="html">Deep Graph Library | Blog</title><subtitle>Easy Deep Learning on Graphs</subtitle><entry><title type="html">Improving Graph Neural Networks via Network-in-network Architecture</title><link href="https://www.dgl.ai/blog/2022/11/28/ngnn.html" rel="alternate" type="text/html" title="Improving Graph Neural Networks via Network-in-network Architecture" /><published>2022-11-28T00:00:00+00:00</published><updated>2022-11-28T00:00:00+00:00</updated><id>https://www.dgl.ai/blog/2022/11/28/ngnn</id><content type="html" xml:base="https://www.dgl.ai/blog/2022/11/28/ngnn.html">&lt;p&gt;As Graph Neural Networks (GNNs) has become increasingly popular, there is a
 wide interest of designing deeper GNN architecture. However, deep GNNs suffer
 from the &lt;em&gt;oversmoothing&lt;/em&gt; issue where the learnt node representations quickly
 become indistinguishable with more layers. This blog features a simple yet

index.html

@@ -634,6 +634,20 @@ <h2>Find an example to get started</h2>
     <div class="container">
         <div class="news-wrapper owl-carousel owl-theme">
 
+            <div class="single-news">
+            <div class="row">
+                <h4 class="themeix-blog-h"><a href="/release/2024/01/26/release.html">DGL 2.0: Streamlining Your GNN Data Pipeline from Bottleneck to Boost</a></h4>
+                  <p>The arrival of DGL 2.0 marks a significant milestone in the field of GNNs,
+offering substantial improvements in data loading capabilities.
+</p>
+                <!--
+                <div class="col-sm-6">
+                    <a href="/release/2024/01/26/release.html"><img src="/assets/images/posts/2024-01-26-release/blog_banner.png" alt="blog-thumbnail"></a>
+                </div>
+                -->
+            </div>
+            </div>
+
             <div class="single-news">
             <div class="row">
                 <h4 class="themeix-blog-h"><a href="/release/2023/02/20/release.html">DGL 1.0: Empowering Graph Machine Learning for Everyone</a></h4>
@@ -673,19 +687,6 @@ <h4 class="themeix-blog-h"><a href="/release/2022/09/19/release.html">Accelerati
                 -->
             </div>
             </div>
-
-            <div class="single-news">
-            <div class="row">
-                <h4 class="themeix-blog-h"><a href="/release/2022/07/25/release.html">v0.9 Release Highlights</a></h4>
-                  <p>Check out the highlighted features of the new 0.9 release!
-</p>
-                <!--
-                <div class="col-sm-6">
-                    <a href="/release/2022/07/25/release.html"><img src="/assets/images/posts/2022-07-25-release/update-image.jpg" alt="blog-thumbnail"></a>
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-            </div>
 
         </div>
     </div>

page/2.html

@@ -636,51 +636,51 @@ <h2>Find an example to get started</h2>
 
             <div class="single-news">
             <div class="row">
-                <h4 class="themeix-blog-h"><a href="/release/2022/05/31/release.html">May 2022 Update Note</a></h4>
-                  <p>Check out the highlighted features of the new 0.8.2 release!
+                <h4 class="themeix-blog-h"><a href="/release/2022/07/25/release.html">v0.9 Release Highlights</a></h4>
+                  <p>Check out the highlighted features of the new 0.9 release!
 </p>
                 <!--
                 <div class="col-sm-6">
-                    <a href="/release/2022/05/31/release.html"><img src="/assets/images/posts/2022-05-31-release/update-image.jpg" alt="blog-thumbnail"></a>
+                    <a href="/release/2022/07/25/release.html"><img src="/assets/images/posts/2022-07-25-release/update-image.jpg" alt="blog-thumbnail"></a>
                 </div>
                 -->
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             </div>
 
             <div class="single-news">
             <div class="row">
-                <h4 class="themeix-blog-h"><a href="/release/2022/04/18/release.html">April 2022 Update Note</a></h4>
-                  <p>Check out the highlighted features of the new 0.8.1 release!
+                <h4 class="themeix-blog-h"><a href="/release/2022/05/31/release.html">May 2022 Update Note</a></h4>
+                  <p>Check out the highlighted features of the new 0.8.2 release!
 </p>
                 <!--
                 <div class="col-sm-6">
-                    <a href="/release/2022/04/18/release.html"><img src="/assets/images/posts/2022-04-18-release/update-image.jpg" alt="blog-thumbnail"></a>
+                    <a href="/release/2022/05/31/release.html"><img src="/assets/images/posts/2022-05-31-release/update-image.jpg" alt="blog-thumbnail"></a>
                 </div>
                 -->
             </div>
             </div>
 
             <div class="single-news">
             <div class="row">
-                <h4 class="themeix-blog-h"><a href="/release/2022/03/01/release.html">v0.8 Release Highlights</a></h4>
-                  <p>The new 0.8 release just hits the road. See the highlighted features!
+                <h4 class="themeix-blog-h"><a href="/release/2022/04/18/release.html">April 2022 Update Note</a></h4>
+                  <p>Check out the highlighted features of the new 0.8.1 release!
 </p>
                 <!--
                 <div class="col-sm-6">
-                    <a href="/release/2022/03/01/release.html"><img src="/assets/images/posts/2022-03-01-release/update-image.jpg" alt="blog-thumbnail"></a>
+                    <a href="/release/2022/04/18/release.html"><img src="/assets/images/posts/2022-04-18-release/update-image.jpg" alt="blog-thumbnail"></a>
                 </div>
                 -->
             </div>
             </div>
 
             <div class="single-news">
             <div class="row">
-                <h4 class="themeix-blog-h"><a href="/release/2021/07/26/release.html">v0.7 Release Highlights</a></h4>
-                  <p>Check out the new features in the latest DGL 0.7 release.
+                <h4 class="themeix-blog-h"><a href="/release/2022/03/01/release.html">v0.8 Release Highlights</a></h4>
+                  <p>The new 0.8 release just hits the road. See the highlighted features!
 </p>
                 <!--
                 <div class="col-sm-6">
-                    <a href="/release/2021/07/26/release.html"><img src="/assets/images/posts/2021-07-26-release/update-image.jpg" alt="blog-thumbnail"></a>
+                    <a href="/release/2022/03/01/release.html"><img src="/assets/images/posts/2022-03-01-release/update-image.jpg" alt="blog-thumbnail"></a>
                 </div>
                 -->
             </div>

page/3.html

@@ -634,6 +634,19 @@ <h2>Find an example to get started</h2>
     <div class="container">
         <div class="news-wrapper owl-carousel owl-theme">
 
+            <div class="single-news">
+            <div class="row">
+                <h4 class="themeix-blog-h"><a href="/release/2021/07/26/release.html">v0.7 Release Highlights</a></h4>
+                  <p>Check out the new features in the latest DGL 0.7 release.
+</p>
+                <!--
+                <div class="col-sm-6">
+                    <a href="/release/2021/07/26/release.html"><img src="/assets/images/posts/2021-07-26-release/update-image.jpg" alt="blog-thumbnail"></a>
+                </div>
+                -->
+            </div>
+            </div>
+
             <div class="single-news">
             <div class="row">
                 <h4 class="themeix-blog-h"><a href="/release/2021/02/25/release.html">v0.6 Release Highlight</a></h4>
@@ -672,18 +685,6 @@ <h4 class="themeix-blog-h"><a href="/release/2020/12/04/release.html">v0.5.3 Pat
                 -->
             </div>
             </div>
-
-            <div class="single-news">
-            <div class="row">
-                <h4 class="themeix-blog-h"><a href="/release/2020/08/26/release.html">What is new in DGL v0.5 release?</a></h4>
-                  <p>The recent DGL 0.5 release is a major update on many aspects of the project including documentation, APIs, system speed and scalability. This article highlights some of the new features...</p>
-                <!--
-                <div class="col-sm-6">
-                    <a href="/release/2020/08/26/release.html"><img src="/assets/images/release-blog-image.jpg" alt="blog-thumbnail"></a>
-                </div>
-                -->
-            </div>
-            </div>
 
         </div>
     </div>

page/4.html

@@ -634,6 +634,18 @@ <h2>Find an example to get started</h2>
     <div class="container">
         <div class="news-wrapper owl-carousel owl-theme">
 
+            <div class="single-news">
+            <div class="row">
+                <h4 class="themeix-blog-h"><a href="/release/2020/08/26/release.html">What is new in DGL v0.5 release?</a></h4>
+                  <p>The recent DGL 0.5 release is a major update on many aspects of the project including documentation, APIs, system speed and scalability. This article highlights some of the new features...</p>
+                <!--
+                <div class="col-sm-6">
+                    <a href="/release/2020/08/26/release.html"><img src="/assets/images/release-blog-image.jpg" alt="blog-thumbnail"></a>
+                </div>
+                -->
+            </div>
+            </div>
+
             <div class="single-news">
             <div class="row">
                 <h4 class="themeix-blog-h"><a href="/news/2020/06/09/covid.html">Fighting COVID-19 with Deep Graph</a></h4>
@@ -672,18 +684,6 @@ <h4 class="themeix-blog-h"><a href="/release/2020/04/01/release.html">What is ne
                 -->
             </div>
             </div>
-
-            <div class="single-news">
-            <div class="row">
-                <h4 class="themeix-blog-h"><a href="/release/2019/10/08/release.html">DGL v0.4 Release (heterogeneous graph update)</a></h4>
-                  <p>We are thrilled to announce the 0.4 release! This includes support of heterogeneous graphs, release of a package for training knowledge graph embedding and several feature updates and bug fixes....</p>
-                <!--
-                <div class="col-sm-6">
-                    <a href="/release/2019/10/08/release.html"><img src="/assets/images/release-blog-image.jpg" alt="blog-thumbnail"></a>
-                </div>
-                -->
-            </div>
-            </div>
 
         </div>
     </div>

page/5.html

@@ -636,47 +636,47 @@ <h2>Find an example to get started</h2>
 
             <div class="single-news">
             <div class="row">
-                <h4 class="themeix-blog-h"><a href="/release/2019/08/28/release.html">DGL v0.3.1 Release</a></h4>
-                  <p>We have received many requests from our community for more GNN layers, models and examples. This is the time to respond. In this minor release, we enriched DGL with a...</p>
+                <h4 class="themeix-blog-h"><a href="/release/2019/10/08/release.html">DGL v0.4 Release (heterogeneous graph update)</a></h4>
+                  <p>We are thrilled to announce the 0.4 release! This includes support of heterogeneous graphs, release of a package for training knowledge graph embedding and several feature updates and bug fixes....</p>
                 <!--
                 <div class="col-sm-6">
-                    <a href="/release/2019/08/28/release.html"><img src="/assets/images/release-blog-image.jpg" alt="blog-thumbnail"></a>
+                    <a href="/release/2019/10/08/release.html"><img src="/assets/images/release-blog-image.jpg" alt="blog-thumbnail"></a>
                 </div>
                 -->
             </div>
             </div>
 
             <div class="single-news">
             <div class="row">
-                <h4 class="themeix-blog-h"><a href="/blog/2019/06/13/giant.html">Large-Scale Training of Graph Neural Networks</a></h4>
-                  <p>Many graph applications deal with giant scale. Social networks, recommendation and knowledge graphs have nodes and edges in the order of hundreds of millions or even billions of nodes. For...</p>
+                <h4 class="themeix-blog-h"><a href="/release/2019/08/28/release.html">DGL v0.3.1 Release</a></h4>
+                  <p>We have received many requests from our community for more GNN layers, models and examples. This is the time to respond. In this minor release, we enriched DGL with a...</p>
                 <!--
                 <div class="col-sm-6">
-                    <a href="/blog/2019/06/13/giant.html"><img src="https://i.imgur.com/OmLVXfo.png" alt="blog-thumbnail"></a>
+                    <a href="/release/2019/08/28/release.html"><img src="/assets/images/release-blog-image.jpg" alt="blog-thumbnail"></a>
                 </div>
                 -->
             </div>
             </div>
 
             <div class="single-news">
             <div class="row">
-                <h4 class="themeix-blog-h"><a href="/release/2019/06/12/release.html">DGL v0.3 Release</a></h4>
-                  <p>V0.3 release includes many crucial updates. (1) Fused message passing kernels that greatly boost the training speed of GNNs on large graphs. (2) Add components to enable distributed training of...</p>
+                <h4 class="themeix-blog-h"><a href="/blog/2019/06/13/giant.html">Large-Scale Training of Graph Neural Networks</a></h4>
+                  <p>Many graph applications deal with giant scale. Social networks, recommendation and knowledge graphs have nodes and edges in the order of hundreds of millions or even billions of nodes. For...</p>
                 <!--
                 <div class="col-sm-6">
-                    <a href="/release/2019/06/12/release.html"><img src="https://i.imgur.com/ZoP4A7A.jpg" alt="blog-thumbnail"></a>
+                    <a href="/blog/2019/06/13/giant.html"><img src="https://i.imgur.com/OmLVXfo.png" alt="blog-thumbnail"></a>
                 </div>
                 -->
             </div>
             </div>
 
             <div class="single-news">
             <div class="row">
-                <h4 class="themeix-blog-h"><a href="/blog/2019/05/04/kernel.html">When Kernel Fusion meets Graph Neural Networks</a></h4>
-                  <p>This blog describes fused message passing, the key technique enabling these performance improvements. We will address the following questions. (1) Why cannot basic message passing scale to large graphs? (2)...</p>
+                <h4 class="themeix-blog-h"><a href="/release/2019/06/12/release.html">DGL v0.3 Release</a></h4>
+                  <p>V0.3 release includes many crucial updates. (1) Fused message passing kernels that greatly boost the training speed of GNNs on large graphs. (2) Add components to enable distributed training of...</p>
                 <!--
                 <div class="col-sm-6">
-                    <a href="/blog/2019/05/04/kernel.html"><img src="https://i.imgur.com/JcnWxg2.jpg" alt="blog-thumbnail"></a>
+                    <a href="/release/2019/06/12/release.html"><img src="https://i.imgur.com/ZoP4A7A.jpg" alt="blog-thumbnail"></a>
                 </div>
                 -->
             </div>

page/6.html

@@ -634,6 +634,18 @@ <h2>Find an example to get started</h2>
     <div class="container">
         <div class="news-wrapper owl-carousel owl-theme">
 
+            <div class="single-news">
+            <div class="row">
+                <h4 class="themeix-blog-h"><a href="/blog/2019/05/04/kernel.html">When Kernel Fusion meets Graph Neural Networks</a></h4>
+                  <p>This blog describes fused message passing, the key technique enabling these performance improvements. We will address the following questions. (1) Why cannot basic message passing scale to large graphs? (2)...</p>
+                <!--
+                <div class="col-sm-6">
+                    <a href="/blog/2019/05/04/kernel.html"><img src="https://i.imgur.com/JcnWxg2.jpg" alt="blog-thumbnail"></a>
+                </div>
+                -->
+            </div>
+            </div>
+
             <div class="single-news">
             <div class="row">
                 <h4 class="themeix-blog-h"><a href="/blog/2019/02/17/gat.html">Understand Graph Attention Network</a></h4>