{"id":11801068,"url":"https://github.com/TrustAGI-Lab/SUBLIME","last_synced_at":"2025-10-11T16:31:04.379Z","repository":{"id":41656580,"uuid":"419675745","full_name":"TrustAGI-Lab/SUBLIME","owner":"TrustAGI-Lab","description":"[WWW'22] Towards Unsupervised Deep Graph Structure Learning","archived":false,"fork":false,"pushed_at":"2022-11-30T07:02:18.000Z","size":6507,"stargazers_count":133,"open_issues_count":4,"forks_count":25,"subscribers_count":2,"default_branch":"main","last_synced_at":"2025-01-21T18:48:59.276Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":"","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/TrustAGI-Lab.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null}},"created_at":"2021-10-21T10:20:26.000Z","updated_at":"2025-01-13T03:02:05.000Z","dependencies_parsed_at":"2023-01-21T20:45:54.805Z","dependency_job_id":null,"html_url":"https://github.com/TrustAGI-Lab/SUBLIME","commit_stats":null,"previous_names":["trustagi-lab/sublime"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/TrustAGI-Lab%2FSUBLIME","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/TrustAGI-Lab%2FSUBLIME/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/TrustAGI-Lab%2FSUBLIME/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/TrustAGI-Lab%2FSUBLIME/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/TrustAGI-Lab","download_url":"https://codeload.github.com/TrustAGI-Lab/SUBLIME/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":236112390,"owners_count":19096844,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":[],"created_at":"2024-06-28T07:50:07.849Z","updated_at":"2025-10-11T16:30:58.393Z","avatar_url":"https://github.com/TrustAGI-Lab.png","language":"Python","funding_links":[],"categories":["其他_图神经网络GNN"],"sub_categories":["网络服务_其他"],"readme":"# Towards Unsupervised Deep Graph Structure Learning\n\nThis is the source code of WWW-2022 paper \"[Towards Unsupervised Deep Graph Structure Learning](https://arxiv.org/pdf/2201.06367.pdf)\" (SUBLIME). \n\n![The proposed framework](pipeline.png)\n\n## REQUIREMENTS\nThis code requires the following:\n* Python==3.7\n* PyTorch==1.7.1\n* DGL==0.7.1\n* Numpy==1.20.2\n* Scipy==1.6.3\n* Scikit-learn==0.24.2\n* Munkres==1.1.4\n* ogb==1.3.1\n\n## USAGE\n### Step 1: All the scripts are included in the \"scripts\" folder. Please get into this folder first.\n```\ncd scripts\n```\n\n### Step 2: Run the experiments you want:\n\n\\[Cora\\]Node classification @ structure inference:\n```\nbash cora_si.sh\n```\n\\[Cora\\]Node classification @ structure refinement:\n```\nbash cora_sr.sh\n```\n\\[Cora\\]Node clustering @ structure refinement:\n```\nbash cora_clu.sh\n```\n\\[Citeseer\\]Node classification @ structure inference:\n```\nbash citeseer_si.sh\n```\n\\[Citeseer\\]Node classification @ structure refinement:\n```\nbash citeseer_sr.sh\n```\n\\[Citeseer\\]Node clustering @ structure refinement:\n```\nbash citeseer_clu.sh\n```\n\\[Pubmed\\]Node classification @ structure inference:\n```\nbash pubmed_si.sh\n```\n\\[Pubmed\\]Node classification @ structure refinement:\n```\nbash pubmed_sr.sh\n```\n\n## Cite\n\nIf you compare with, build on, or use aspects of SUBLIME framework, please cite the following:\n```\n@inproceedings{liu2022towards,\n  title={Towards unsupervised deep graph structure learning},\n  author={Liu, Yixin and Zheng, Yu and Zhang, Daokun and Chen, Hongxu and Peng, Hao and Pan, Shirui},\n  booktitle={Proceedings of the ACM Web Conference 2022},\n  pages={1392--1403},\n  year={2022}\n}\n```\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2FTrustAGI-Lab%2FSUBLIME","html_url":"https://awesome.ecosyste.ms/projects/github.com%2FTrustAGI-Lab%2FSUBLIME","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2FTrustAGI-Lab%2FSUBLIME/lists"}