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Title: GitHub - AuroraMaster/DeepHypergraph: A pytorch library for graph and hypergraph computation. · GitHub

Open Graph Title: GitHub - AuroraMaster/DeepHypergraph: A pytorch library for graph and hypergraph computation.

X Title: GitHub - AuroraMaster/DeepHypergraph: A pytorch library for graph and hypergraph computation.

Description: A pytorch library for graph and hypergraph computation. - AuroraMaster/DeepHypergraph

Open Graph Description: A pytorch library for graph and hypergraph computation. - AuroraMaster/DeepHypergraph

X Description: A pytorch library for graph and hypergraph computation. - AuroraMaster/DeepHypergraph

Mail addresses
evanfeng97@gmail.com

Opengraph URL: https://github.com/AuroraMaster/DeepHypergraph

X: @github

direct link

Domain: github.com

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Links:

Skip to content	https://github.com/AuroraMaster/DeepHypergraph#start-of-content
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README	https://github.com/AuroraMaster/DeepHypergraph
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	https://github.com/AuroraMaster/DeepHypergraph/blob/main/LICENSE
Website	https://deephypergraph.com/
Documentation	https://deephypergraph.readthedocs.io/
Tutorials	https://deephypergraph.readthedocs.io/en/latest/tutorial/overview.html
中文文档	https://deephypergraph.readthedocs.io/en/latest/zh/overview.html
Official Examples	https://deephypergraph.readthedocs.io/en/latest/examples/vertex_cls/index.html
Discussions	https://github.com/iMoonLab/DeepHypergraph/discussions
	https://github.com/AuroraMaster/DeepHypergraph#news
PyTorch	https://pytorch.org
dhg.experiments	https://deephypergraph.readthedocs.io/en/latest/api/experiments.html
Optuna	https://optuna.org
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Hightlights	https://github.com/AuroraMaster/DeepHypergraph#highlights
Installation	https://github.com/AuroraMaster/DeepHypergraph#installation
Dependencies	https://github.com/AuroraMaster/DeepHypergraph#dependencies
Quick Start	https://github.com/AuroraMaster/DeepHypergraph#quick-start
Examples	https://github.com/AuroraMaster/DeepHypergraph#examples
Datasets	https://github.com/AuroraMaster/DeepHypergraph#datasets
Metrics	https://github.com/AuroraMaster/DeepHypergraph#metrics
Implemented Models	https://github.com/AuroraMaster/DeepHypergraph#implemented-models
	https://github.com/AuroraMaster/DeepHypergraph#highlights
	https://github.com/AuroraMaster/DeepHypergraph#installation
GitHub Issues	https://github.com/iMoonLab/DeepHypergraph/issues
	https://github.com/AuroraMaster/DeepHypergraph#dependencies
	https://github.com/AuroraMaster/DeepHypergraph#quick-start
	https://github.com/AuroraMaster/DeepHypergraph#visualization
Tutorial	https://deephypergraph.readthedocs.io/en/latest/tutorial/vis_structure.html
	https://camo.githubusercontent.com/6fb01d08cb737c50ee5b27383fc2d723bdfcc6f907b68658e60f5f572c51a8fb/68747470733a2f2f64656570687970657267726170682e636f6d2f726561646d655f67726170685f687970657267726170682e706e67
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	https://github.com/AuroraMaster/DeepHypergraph#learning-on-low-order-structures
	https://github.com/AuroraMaster/DeepHypergraph#learning-on-high-order-structures
	https://github.com/AuroraMaster/DeepHypergraph#examples
	https://github.com/AuroraMaster/DeepHypergraph#building-the-convolution-layer-of-gcn
	https://github.com/AuroraMaster/DeepHypergraph#building-the-convolution-layer-of-gat
	https://github.com/AuroraMaster/DeepHypergraph#building-the-convolution-layer-of-hgnn
	https://github.com/AuroraMaster/DeepHypergraph#building-the-convolution-layer-of-hgnn-
	https://github.com/AuroraMaster/DeepHypergraph#datasets
Cora	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.data.Cora.html#dhg.data.Cora
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Citeseer	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.data.Citeseer.html#dhg.data.Citeseer
BlogCatalog	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.data.BlogCatalog.html#dhg.data.BlogCatalog
Flickr	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.data.Flickr.html#dhg.data.Flickr
Github	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.data.Github.html#dhg.data.Github
Facebook	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.data.Facebook.html#dhg.data.Facebook
MovieLens1M	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.data.MovieLens1M.html#dhg.data.MovieLens1M
AmazonBook	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.data.AmazonBook.html#dhg.data.AmazonBook
Yelp2018	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.data.Yelp2018.html#dhg.data.Yelp2018
Gowalla	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.data.Gowalla.html#dhg.data.Gowalla
TecentBiGraph	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.data.TencentBiGraph.html#dhg.data.TencentBiGraph
CoraBiGraph	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.data.CoraBiGraph.html#dhg.data.CoraBiGraph
PubmedBiGraph	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.data.PubmedBiGraph.html#dhg.data.PubmedBiGraph
CiteseerBiGraph	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.data.CiteseerBiGraph.html#dhg.data.CiteseerBiGraph
Cooking200	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.data.Cooking200.html#dhg.data.Cooking200
CoauthorshipCora	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.data.CoauthorshipCora.html#dhg.data.CoauthorshipCora
CoauthorshipDBLP	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.data.CoauthorshipDBLP.html#dhg.data.CoauthorshipDBLP
CocitationCora	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.data.CocitationCora.html#dhg.data.CocitationCora
CocitationPubmed	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.data.CocitationCiteseer.html#dhg.data.CocitationCiteseer
CocitationCiteseer	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.data.CocitationPubmed.html#dhg.data.CocitationPubmed
YelpRestaurant	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.data.YelpRestaurant.html#dhg.data.YelpRestaurant
WalmartTrips	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.data.WalmartTrips.html#dhg.data.WalmartTrips
HouseCommittees	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.data.HouseCommittees.html#dhg.data.HouseCommittees
News20	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.data.News20.html#dhg.data.News20
DBLP8k	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.data.DBLP8k.html#dhg.data.DBLP8k
DBLP4k	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.data.DBLP4k.html#dhg.data.DBLP4k
IMDB4k	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.data.IMDB4k.html#dhg.data.IMDB4k
Recipe100k	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.data.Recipe100k.html#dhg.data.Recipe100k
Recipe200k	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.data.Recipe200k.html#dhg.data.Recipe200k
Yelp3k	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.data.Yelp3k.html#dhg.data.Yelp3k
Tencent2k	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.data.Tencent2k.html#dhg.data.Tencent2k
	https://github.com/AuroraMaster/DeepHypergraph#metrics
	https://github.com/AuroraMaster/DeepHypergraph#classification-metrics
Accuracy	https://deephypergraph.readthedocs.io/en/latest/api/metrics.html#dhg.metrics.classification.accuracy
F1-Score	https://deephypergraph.readthedocs.io/en/latest/api/metrics.html#dhg.metrics.classification.f1_score
Confusion Matrix	https://deephypergraph.readthedocs.io/en/latest/api/metrics.html#dhg.metrics.classification.confusion_matrix
	https://github.com/AuroraMaster/DeepHypergraph#recommender-metrics
Precision@k	https://deephypergraph.readthedocs.io/en/latest/api/metrics.html#dhg.metrics.recommender.precision
Recall@k	https://deephypergraph.readthedocs.io/en/latest/_modules/dhg/metrics/recommender.html#recall
NDCG@k	https://deephypergraph.readthedocs.io/en/latest/api/metrics.html#dhg.metrics.recommender.ndcg
	https://github.com/AuroraMaster/DeepHypergraph#retrieval-metrics
Precision@k	https://deephypergraph.readthedocs.io/en/latest/api/metrics.html#dhg.metrics.retrieval.precision
Recall@k	https://deephypergraph.readthedocs.io/en/latest/api/metrics.html#dhg.metrics.retrieval.recall
mAP@k	https://deephypergraph.readthedocs.io/en/latest/api/metrics.html#dhg.metrics.retrieval.map
NDCG@k	https://deephypergraph.readthedocs.io/en/latest/api/metrics.html#dhg.metrics.retrieval.ndcg
mRR@k	https://deephypergraph.readthedocs.io/en/latest/api/metrics.html#dhg.metrics.retrieval.mrr
PR-Curve	https://deephypergraph.readthedocs.io/en/latest/api/metrics.html#dhg.metrics.retrieval.pr_curve
	https://github.com/AuroraMaster/DeepHypergraph#implemented-models
	https://github.com/AuroraMaster/DeepHypergraph#on-low-order-structures
GCN	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.models.GCN.html#dhg.models.GCN
Semi-Supervised Classification with Graph Convolutional Networks	https://arxiv.org/pdf/1609.02907
GraphSAGE	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.models.GraphSAGE.html#dhg.models.GraphSAGE
Inductive Representation Learning on Large Graphs	https://cs.stanford.edu/people/jure/pubs/graphsage-nips17.pdf
GAT	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.models.GAT.html#dhg.models.GAT
Graph Attention Networks	https://arxiv.org/pdf/1710.10903
GIN	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.models.GIN.html#dhg.models.GIN
How Powerful are Graph Neural Networks?	https://arxiv.org/pdf/1810.00826
NGCF	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.models.NGCF.html#dhg.models.NGCF
Neural Graph Collaborative Filtering	https://arxiv.org/pdf/1905.08108
LightGCN	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.models.LightGCN.html#dhg.models.LightGCN
LightGCN: Lightweight Graph Convolutional Networks	https://arxiv.org/pdf/2002.02126
BGNN-Adv	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.models.BGNN_Adv.html#dhg.models.BGNN_Adv
Cascade-BGNN: Toward Efficient Self-supervised Representation Learning on Large-scale Bipartite Graphs	https://arxiv.org/pdf/1906.11994.pdf
BGNN-MLP	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.models.BGNN_MLP.html#dhg.models.BGNN_MLP
Cascade-BGNN: Toward Efficient Self-supervised Representation Learning on Large-scale Bipartite Graphs	https://arxiv.org/pdf/1906.11994.pdf
	https://github.com/AuroraMaster/DeepHypergraph#on-high-order-structures
HGNN	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.models.HGNN.html#dhg.models.HGNN
Hypergraph Neural Networks	https://arxiv.org/pdf/1809.09401
HGNN+	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.models.HGNNP.html#dhg.models.HGNNP
HGNN+: General Hypergraph Neural Networks	https://ieeexplore.ieee.org/document/9795251
HyperGCN	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.models.HyperGCN.html#dhg.models.HyperGCN
HyperGCN: A New Method of Training Graph Convolutional Networks on Hypergraphs	https://papers.nips.cc/paper/2019/file/1efa39bcaec6f3900149160693694536-Paper.pdf
DHCF	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.models.DHCF.html#dhg.models.DHCF
Dual Channel Hypergraph Collaborative Filtering	https://dl.acm.org/doi/10.1145/3394486.3403253
HNHN	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.models.HNHN.html#dhg.models.HNHN
HNHN: Hypergraph Networks with Hyperedge Neurons	https://arxiv.org/pdf/2006.12278.pdf
UniGCN	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.models.UniGCN.html#dhg.models.UniGCN
UniGNN: a Unified Framework for Graph and Hypergraph Neural Networks	https://arxiv.org/pdf/2105.00956.pdf
UniGAT	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.models.UniGAT.html#dhg.models.UniGAT
UniGNN: a Unified Framework for Graph and Hypergraph Neural Networks	https://arxiv.org/pdf/2105.00956.pdf
UniSAGE	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.models.UniSAGE.html#dhg.models.UniSAGE
UniGNN: a Unified Framework for Graph and Hypergraph Neural Networks	https://arxiv.org/pdf/2105.00956.pdf
UniGIN	https://deephypergraph.readthedocs.io/en/latest/generated/dhg.models.UniGIN.html#dhg.models.UniGIN
UniGNN: a Unified Framework for Graph and Hypergraph Neural Networks	https://arxiv.org/pdf/2105.00956.pdf
	https://github.com/AuroraMaster/DeepHypergraph#citing
	https://github.com/AuroraMaster/DeepHypergraph#the-dhg-team
Yifan Feng	http://fengyifan.site/
Xinwei Zhang	https://github.com/zhangxwww
Jielong Yan	https://github.com/JasonYanjl
Xiangmin Han	https://scholar.google.com/citations?user=Y96h0t0AAAAJ&hl=zh-CN&oi=ao
Yue Gao	http://moon-lab.tech/
Qionghai Dai	https://ysg.ckcest.cn/html/details/8058/index.html
iMoon-Lab	http://moon-lab.tech/
	https://github.com/AuroraMaster/DeepHypergraph#license
deephypergraph.com/	https://deephypergraph.com/
Readme	https://github.com/AuroraMaster/DeepHypergraph#readme-ov-file
Apache-2.0 license	https://github.com/AuroraMaster/DeepHypergraph#Apache-2.0-1-ov-file
Please reload this page	https://github.com/AuroraMaster/DeepHypergraph
Activity	https://github.com/AuroraMaster/DeepHypergraph/activity
0 forks	https://github.com/AuroraMaster/DeepHypergraph/forks
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Releases	https://github.com/AuroraMaster/DeepHypergraph/releases
Packages 0	https://github.com/users/AuroraMaster/packages?repo_name=DeepHypergraph
Please reload this page	https://github.com/AuroraMaster/DeepHypergraph
Contributors	https://github.com/AuroraMaster/DeepHypergraph/graphs/contributors
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