We are releasing the v0.9.4 version now! In v0.9.4, we add 6 hypergraph datasets and fix some known bugs.

New Datasets:

• DBLP-4k @yifanfeng97
• IMDB4k @yifanfeng97
• Recipe100k @yifanfeng97
• Recipe200k @yifanfeng97
• Yelp3k @yifanfeng97
• Tencent2k @yifanfeng97

Fix bugs:

• fix last layer bn bugs @yifanfeng97
• fix device error of graph,di_graph,bi_graph,hypergraph laplacian computing @yifanfeng97

New features:

• add custom hypergraph generator @yifanfeng97

We release the v0.9.3 version now! In v0.9.3, we add a hypergraph dataset, fix some known bugs, and add some hypergraph operation.

New Datasets:

• DBLP-8k contributed by @mgao97

Fix bugs:

• fix hypergraph D_v bugs ( h[v, e] -> w[e]*h[v, e] ) @yifanfeng97
• fix group_name and test bugs @yifanfeng97
• fix bug (ndcg and recall nan) @yifanfeng97

New features:

• add hypergraph vertex weight (v_weight and W_v) @yifanfeng97

Others:

• update DHCF
• 优化对torch版本的依赖声明为>=1.12.1且<2.0 @Starrah
• 更新依赖列表中的sklearn为scikit-learn @Starrah
• fix typo: 有向图->二分图 @yifanfeng97

We release the v0.9.2 version now! In v0.9.2, we have added 21 datasets, 6 SOTA methods, and structure and feature visualizations.

New datasets:

• BlogCatalog
• Flickr
• Github
• Facebook
• TencentBiGraph
• CoraBiGraph
• PubmedBiGraph
• CiteseerBiGraph
• CoauthorshipCora
• CoauthorshipDBLP
• CocitationCora
• CocitationCiteseer
• CocitationPubmed
• YelpRestaurant
• WalmartTrips
• HouseCommittees
• News20

New SOTA methods:

• BGNN_Adv
• BGNN_MLP
• UniGCN
• UniGAT
• UniSAGE
• UniGIN

Structure visualization:

• Graph, Directed Graph, Bipartite Graph, Hypergraph

Feature visualization:

• Visualization of Features in Euclidean/Poincare Space
• Make Auto-rotation Feature Visualization

Others:

• Random drop edges in spectral/spatial-based learning
• Random drop edges to generate a new structure
• Add random vertex feature generation dhg.random.normal_features
• Add multi-head wrapper dhg.nn.MultiHeadWrapper

DHG's first release version! Those attached packages can be installed by pip.