{"id":13958088,"url":"https://github.com/tsinghua-fib-lab/DiskNet","last_synced_at":"2025-07-20T23:30:55.436Z","repository":{"id":242010377,"uuid":"808406316","full_name":"tsinghua-fib-lab/DiskNet","owner":"tsinghua-fib-lab","description":"Official implementation for \"Predicting Long-term Dynamics of Complex Networks via Identifying Skeleton in Hyperbolic Space\" (KDD2024)","archived":false,"fork":false,"pushed_at":"2024-09-05T02:33:20.000Z","size":361,"stargazers_count":12,"open_issues_count":0,"forks_count":4,"subscribers_count":1,"default_branch":"main","last_synced_at":"2024-09-06T08:54:50.451Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"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/tsinghua-fib-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,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2024-05-31T02:24:46.000Z","updated_at":"2024-09-06T07:33:45.000Z","dependencies_parsed_at":"2024-09-06T08:54:53.403Z","dependency_job_id":"82e8a48f-bb23-46d0-b567-5a997c20e19b","html_url":"https://github.com/tsinghua-fib-lab/DiskNet","commit_stats":null,"previous_names":["tsinghua-fib-lab/disknet"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/tsinghua-fib-lab%2FDiskNet","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/tsinghua-fib-lab%2FDiskNet/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/tsinghua-fib-lab%2FDiskNet/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/tsinghua-fib-lab%2FDiskNet/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/tsinghua-fib-lab","download_url":"https://codeload.github.com/tsinghua-fib-lab/DiskNet/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":226844932,"owners_count":17691132,"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":"2024-08-08T13:01:06.621Z","updated_at":"2024-11-28T01:31:30.802Z","avatar_url":"https://github.com/tsinghua-fib-lab.png","language":"Python","funding_links":[],"categories":["Papers"],"sub_categories":["2024"],"readme":"# DiskNet\n\nThe repo is the official implementation for our  paper: \"Predicting Long-term Dynamics of Complex Networks via Identifying Skeleton in Hyperbolic Space” (KDD 2024). \n\n\n\n## Overall Architecture\n\nDiskNet: (1) Hyperbolic Renormalization Group, which identifies the representation and skeleton of network dynamics; (2) Neural Dynamics on Skeleton, which models the dynamics of super-nodes on the skeleton; and (3) Degree-based Super-Resolution, which lifts the predicted values of super-nodes to the original nodes.\n\n![architecture](./asset/architecture.png)\n\n\n\n## Environment Setup\n\n```\nconda create --name \u003cenv\u003e --file requirement.txt\n```\n\n\n\n## Usage\n\n**Config:**\n\ngraph_type: `BA `, `WS`, `Drosophila`, `Social`, `Web`, `PowerGrid` or `Airport`;\n\ndynamics: `HindmarshRose`, `FitzHughNagumo` or `CoupledRossler`\n\n**Run:**\n\n```shell\npython main.py\n```\n\n\n\n## Citation\n\nIf you find this repo helpful, please cite our paper.\n\n```\n@inproceedings{li2024predicting,\n  title={Predicting Long-term Dynamics of Complex Networks via Identifying Skeleton in Hyperbolic Space},\n  author={Li, Ruikun and Wang, Huandong and Piao, Jinghua and Liao, Qingmin and Li, Yong},\n  booktitle={Proceedings of the 30th ACM SIGKDD Conference on Knowledge Discovery and Data Mining},\n  pages={1655--1666},\n  year={2024}\n}\n```\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ftsinghua-fib-lab%2FDiskNet","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Ftsinghua-fib-lab%2FDiskNet","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ftsinghua-fib-lab%2FDiskNet/lists"}