{"task":"Node Classification","dataset":"Wikipedia","metric_names":["Macro-F1","Accuracy"],"rows":[{"id":96096,"task":"Node Classification","parent_task":null,"dataset":"Wikipedia","model_name":"GraphGAN","metrics":{"Accuracy":"21.3%","Macro-F1":"0.194"},"paper_url":"http://arxiv.org/abs/1711.08267v1","paper_title":"GraphGAN: Graph Representation Learning with Generative Adversarial Nets","paper_date":"2017-11-22","code_links":[{"title":"hwwang55/GraphGAN","url":"https://github.com/hwwang55/GraphGAN"},{"title":"liutongyang/GraphGAN-pytorch","url":"https://github.com/liutongyang/GraphGAN-pytorch"},{"title":"shuo-git/GraphGAN","url":"https://github.com/shuo-git/GraphGAN"},{"title":"hyunjin72/GraphGAN-PyTorch","url":"https://github.com/hyunjin72/GraphGAN-PyTorch"},{"title":"liuxinkai94/Graph-embedding","url":"https://github.com/liuxinkai94/Graph-embedding"}],"metrics_order":"[\"Macro-F1\", \"Accuracy\"]","area":"Graphs","uses_additional_data":0,"source":"archive","tags":[]},{"id":96097,"task":"Node Classification","parent_task":null,"dataset":"Wikipedia","model_name":"Struc2vec","metrics":{"Accuracy":"21.10%","Macro-F1":"0.190"},"paper_url":"http://arxiv.org/abs/1704.03165v3","paper_title":"struc2vec: Learning Node Representations from Structural Identity","paper_date":"2017-04-11","code_links":[{"title":"shenweichen/GraphEmbedding","url":"https://github.com/shenweichen/GraphEmbedding"},{"title":"leoribeiro/struc2vec","url":"https://github.com/leoribeiro/struc2vec"},{"title":"snap-stanford/graphwave","url":"https://github.com/snap-stanford/graphwave"},{"title":"liuxinkai94/Graph-embedding","url":"https://github.com/liuxinkai94/Graph-embedding"},{"title":"zehong-wang/subgraph-pooling","url":"https://github.com/zehong-wang/subgraph-pooling"}],"metrics_order":"[\"Macro-F1\", \"Accuracy\"]","area":"Graphs","uses_additional_data":0,"source":"archive","tags":[]},{"id":96098,"task":"Node Classification","parent_task":null,"dataset":"Wikipedia","model_name":"DeepWalk","metrics":{"Accuracy":"19.4%","Macro-F1":"0.183"},"paper_url":"http://arxiv.org/abs/1403.6652v2","paper_title":"DeepWalk: Online Learning of Social Representations","paper_date":"2014-03-26","code_links":[{"title":"PaddlePaddle/PaddleRec","url":"https://github.com/PaddlePaddle/PaddleRec/tree/master/models/recall/deepwalk"},{"title":"shenweichen/GraphEmbedding","url":"https://github.com/shenweichen/GraphEmbedding"},{"title":"williamleif/GraphSAGE","url":"https://github.com/williamleif/GraphSAGE"},{"title":"phanein/deepwalk","url":"https://github.com/phanein/deepwalk"},{"title":"benedekrozemberczki/karateclub","url":"https://github.com/benedekrozemberczki/karateclub"},{"title":"oj9040/GraphSAGE_RL","url":"https://github.com/oj9040/GraphSAGE_RL"},{"title":"leihuayi/NetworkEmbedding","url":"https://github.com/leihuayi/NetworkEmbedding"},{"title":"zxhhh97/ABot","url":"https://github.com/zxhhh97/ABot"},{"title":"Robotmurlock/Deepwalk-and-Node2vec","url":"https://github.com/Robotmurlock/Deepwalk-and-Node2vec"},{"title":"printfer/CS6490_NetworkSecurity_FinalProject","url":"https://github.com/printfer/CS6490_NetworkSecurity_FinalProject"},{"title":"gen3111620/DeepWalk","url":"https://github.com/gen3111620/DeepWalk"},{"title":"rforgione/deepwalk","url":"https://github.com/rforgione/deepwalk"},{"title":"ninoxjy/graph-embedding","url":"https://github.com/ninoxjy/graph-embedding"},{"title":"syyunn/node2vec","url":"https://github.com/syyunn/node2vec"}],"metrics_order":"[\"Macro-F1\", \"Accuracy\"]","area":"Graphs","uses_additional_data":0,"source":"archive","tags":[]},{"id":96099,"task":"Node Classification","parent_task":null,"dataset":"Wikipedia","model_name":"LINE","metrics":{"Accuracy":"17.50%","Macro-F1":"0.164"},"paper_url":"http://arxiv.org/abs/1503.03578v1","paper_title":"LINE: Large-scale Information Network Embedding","paper_date":"2015-03-12","code_links":[{"title":"shenweichen/GraphEmbedding","url":"https://github.com/shenweichen/GraphEmbedding"},{"title":"tangjianpku/LINE","url":"https://github.com/tangjianpku/LINE"},{"title":"ink-usc/request","url":"https://github.com/ink-usc/request"},{"title":"leihuayi/NetworkEmbedding","url":"https://github.com/leihuayi/NetworkEmbedding"},{"title":"zxhhh97/ABot","url":"https://github.com/zxhhh97/ABot"},{"title":"abhilash1910/Deep-Graph-Learning","url":"https://github.com/abhilash1910/Deep-Graph-Learning"},{"title":"liuxinkai94/Graph-embedding","url":"https://github.com/liuxinkai94/Graph-embedding"},{"title":"2myeonggyu/Graph-Embedding","url":"https://github.com/2myeonggyu/Graph-Embedding"},{"title":"ninoxjy/graph-embedding","url":"https://github.com/ninoxjy/graph-embedding"}],"metrics_order":"[\"Macro-F1\", \"Accuracy\"]","area":"Graphs","uses_additional_data":0,"source":"archive","tags":[]},{"id":96100,"task":"Node Classification","parent_task":null,"dataset":"Wikipedia","model_name":"node2vec","metrics":{"Accuracy":"19.1%","Macro-F1":"0.1552"},"paper_url":"http://arxiv.org/abs/1607.00653v1","paper_title":"node2vec: Scalable Feature Learning for Networks","paper_date":"2016-07-03","code_links":[{"title":"dmlc/dgl","url":"https://github.com/dmlc/dgl/tree/master/examples/pytorch/node2vec"},{"title":"shenweichen/GraphEmbedding","url":"https://github.com/shenweichen/GraphEmbedding"},{"title":"aditya-grover/node2vec","url":"https://github.com/aditya-grover/node2vec"},{"title":"benedekrozemberczki/karateclub","url":"https://github.com/benedekrozemberczki/karateclub"},{"title":"eliorc/node2vec","url":"https://github.com/eliorc/node2vec"},{"title":"rusty1s/pytorch_cluster","url":"https://github.com/rusty1s/pytorch_cluster"},{"title":"cvg/scrstudio","url":"https://github.com/cvg/scrstudio"},{"title":"monarch-initiative/embiggen","url":"https://github.com/monarch-initiative/embiggen"},{"title":"TheJacksonLaboratory/N2V","url":"https://github.com/TheJacksonLaboratory/N2V"},{"title":"icd-codex/icd-codex","url":"https://github.com/icd-codex/icd-codex"},{"title":"razrLeLe/fastwalk","url":"https://github.com/razrLeLe/fastwalk"},{"title":"urielsinger/ctdne","url":"https://github.com/urielsinger/ctdne"},{"title":"thibaudmartinez/node2vec","url":"https://github.com/thibaudmartinez/node2vec"},{"title":"olety/TIMLinUCB","url":"https://github.com/olety/TIMLinUCB"},{"title":"fahrbach/icml-2020-faster-graph-embeddings","url":"https://github.com/fahrbach/icml-2020-faster-graph-embeddings"},{"title":"Nina-Konovalova/TSP-RL-Skoltech_project","url":"https://github.com/Nina-Konovalova/TSP-RL-Skoltech_project"},{"title":"urielsinger/fairwalk","url":"https://github.com/urielsinger/fairwalk"},{"title":"Robotmurlock/Deepwalk-and-Node2vec","url":"https://github.com/Robotmurlock/Deepwalk-and-Node2vec"},{"title":"printfer/CS6490_NetworkSecurity_FinalProject","url":"https://github.com/printfer/CS6490_NetworkSecurity_FinalProject"},{"title":"WiktorJ/msnode2vec","url":"https://github.com/WiktorJ/msnode2vec"}],"metrics_order":"[\"Macro-F1\", \"Accuracy\"]","area":"Graphs","uses_additional_data":0,"source":"archive","tags":[]},{"id":96101,"task":"Node Classification","parent_task":null,"dataset":"Wikipedia","model_name":"DeepWalk","metrics":{"Macro-F1":"0.1274"},"paper_url":"http://arxiv.org/abs/1607.00653v1","paper_title":"node2vec: Scalable Feature Learning for Networks","paper_date":"2016-07-03","code_links":[{"title":"dmlc/dgl","url":"https://github.com/dmlc/dgl/tree/master/examples/pytorch/node2vec"},{"title":"shenweichen/GraphEmbedding","url":"https://github.com/shenweichen/GraphEmbedding"},{"title":"aditya-grover/node2vec","url":"https://github.com/aditya-grover/node2vec"},{"title":"benedekrozemberczki/karateclub","url":"https://github.com/benedekrozemberczki/karateclub"},{"title":"eliorc/node2vec","url":"https://github.com/eliorc/node2vec"},{"title":"rusty1s/pytorch_cluster","url":"https://github.com/rusty1s/pytorch_cluster"},{"title":"cvg/scrstudio","url":"https://github.com/cvg/scrstudio"},{"title":"monarch-initiative/embiggen","url":"https://github.com/monarch-initiative/embiggen"},{"title":"TheJacksonLaboratory/N2V","url":"https://github.com/TheJacksonLaboratory/N2V"},{"title":"icd-codex/icd-codex","url":"https://github.com/icd-codex/icd-codex"},{"title":"razrLeLe/fastwalk","url":"https://github.com/razrLeLe/fastwalk"},{"title":"urielsinger/ctdne","url":"https://github.com/urielsinger/ctdne"},{"title":"thibaudmartinez/node2vec","url":"https://github.com/thibaudmartinez/node2vec"},{"title":"olety/TIMLinUCB","url":"https://github.com/olety/TIMLinUCB"},{"title":"fahrbach/icml-2020-faster-graph-embeddings","url":"https://github.com/fahrbach/icml-2020-faster-graph-embeddings"},{"title":"Nina-Konovalova/TSP-RL-Skoltech_project","url":"https://github.com/Nina-Konovalova/TSP-RL-Skoltech_project"},{"title":"urielsinger/fairwalk","url":"https://github.com/urielsinger/fairwalk"},{"title":"Robotmurlock/Deepwalk-and-Node2vec","url":"https://github.com/Robotmurlock/Deepwalk-and-Node2vec"},{"title":"printfer/CS6490_NetworkSecurity_FinalProject","url":"https://github.com/printfer/CS6490_NetworkSecurity_FinalProject"},{"title":"WiktorJ/msnode2vec","url":"https://github.com/WiktorJ/msnode2vec"}],"metrics_order":"[\"Macro-F1\", \"Accuracy\"]","area":"Graphs","uses_additional_data":0,"source":"archive","tags":[]}]}