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graph convolutional networks graph neural networks graph representation learning conference publications updated jun 7 2026 jupyter notebook benedekrozemberczki awesome graph classification sponsor star 4 8k code issues pull requests a collection of important graph embedding classification and representation learning papers with implementations deepwalk kernel methods attention mechanism network embedding graph kernel graph kernels graph convolutional networks classification algorithm node2vec weisfeiler lehman graph embedding graph classification graph attention networks graph representation learning graph2vec deep graph kernels netlsd graph attention model structural attention node embedding updated mar 18 2023 python graphdeeplearning benchmarking gnns star 2 7k code issues pull requests discussions repository for benchmarking graph neural networks jmlr 2023 deep learning pytorch benchmark framework graph neural networks graph representation learning dgl graph deep learning updated jun 22 2023 jupyter notebook accenture ampligraph star 2 2k code issues pull requests python library for representation learning on knowledge graphs https docs ampligraph org machine learning knowledge graph representation learning relational learning graph embeddings knowledge graph embeddings graph representation learning updated jul 6 2026 python c2g dev city2graph star 1 3k code issues pull requests discussions transform geospatial relations into graphs for graph neural networks and spatial network analysis python transportation geospatial gis pytorch spatial analysis geographical information system network analysis mobility geospatial analysis pyg good first issue graph neural networks geographic data science graph representation learning pytorch geometric gnn geoai urban morphometrics overturemaps updated jul 21 2026 python dsgiitr graph_nets star 1 2k code issues pull requests pytorch implementation and explanation of graph representation learning papers deepwalk gcn graphsage chebnet gat pytorch deepwalk graph convolutional networks graph embedding graph attention networks chebyshev polynomials graph representation learning node embedding graph sage updated mar 28 2025 jupyter notebook tsinghua fib lab gnn recommender systems star 1 1k code issues pull requests an index of recommendation algorithms that are based on graph neural networks tors information retrieval recommendation system recommender system recommendation recommendation algorithms graph convolutional networks gcn graph neural networks graph representation learning gnn updated dec 17 2022 snap stanford pretrain gnns star 1 1k code issues pull requests strategies for pre training graph neural networks graph neural networks graph representation learning updated jul 29 2023 python pygcl pygcl star 962 code issues pull requests pygcl a pytorch library for graph contrastive learning machine learning graph representation learning contrastive learning graph contrastive learning updated feb 17 2026 python acbull pyhgt star 927 code issues pull requests code for heterogeneous graph transformer www 20 which is based on pytorch_geometric transformer heterogeneous network network embedding graph neural networks graph representation learning updated dec 20 2023 python rampasek graphgps star 872 code issues pull requests recipe for a general powerful scalable graph transformer long range dependence graph representation learning graph neural network graph transformer updated jul 4 2024 python daiquocnguyen graph transformer star 680 code issues pull requests universal graph transformer self attention networks thewebconf www 2022 pytorch and tensorflow text classification transformer graph machine learning graph embeddings graph classification self attention graph neural networks graph representation learning transformer models node embeddings graph deep learning graph transformer updated aug 16 2022 python malllabiisc compgcn star 641 code issues pull requests iclr 2020 composition based multi relational graph convolutional networks deep learning pytorch link prediction graph convolutional networks graph representation learning relation embeddings iclr2020 updated jul 25 2024 python junxia97 awesome pretrain on molecules star 541 code issues pull requests ijcai 2023 survey track a curated list of resources for chemical pre trained models awesome molecule survey computational chemistry drug discovery transfer learning gnns finetuning self supervised learning graph representation learning molecular representation learning drug discovery and development chemical language models updated jun 17 2023 chaitjo efficient gnns star 539 code issues pull requests code and resources on scalable and efficient graph neural networks tnnls 2023 knowledge distillation graph convolutional networks graph neural networks graph representation learning scalable deep learning gnn efficient neural networks contrastive learning efficient deep learning updated feb 4 2023 python hwwang55 graphgan star 539 code issues pull requests a tensorflow implementation of graphgan graph representation learning with generative adversarial nets generative adversarial net graph representation learning updated nov 22 2019 python acbull gpt gnn star 502 code issues pull requests code for kdd 20 generative pre training of graph neural networks graph neural networks self supervised learning graph representation learning pre training updated jul 25 2024 python benedekrozemberczki mixhop and n gcn sponsor star 406 code issues pull requests an implementation of mixhop higher order graph convolutional architectures via sparsified neighborhood mixing icml 2019 machine learning deep learning tensorflow pytorch deepwalk convolutional layers convolutional neural networks ngcn convolutional gcn node2vec pytorch cnn graph attention networks multi scale graph representation learning walklet graph convolution graph attention walklets mixhop updated nov 6 2022 python sxkdz awesome self supervised learning for graphs star 391 code issues pull requests a curated list for awesome self supervised learning for graphs machine learning deep learning self supervised learning graph representation learning contrastive learning updated oct 25 2022 hkuds awesome llm4graph papers star 370 code issues pull requests kdd 2024 llm4graph a survey of large language models for graphs graph algorithms graph neural networks graph representation learning large language models fundation models graph fundation models updated mar 15 2025 load more improve this page add a description image and links to the graph representation learning topic page so that developers can more easily learn about it curate this topic add this topic to your repo to associate your repository with the graph representation learning topic visit your repo s landing page and select manage topics learn more footer 2026 github inc footer navigation terms privacy security status community docs contact manage cookies do not share my 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