{"id":13706331,"url":"https://github.com/kzl/decision-transformer","last_synced_at":"2025-05-15T04:07:24.715Z","repository":{"id":38451026,"uuid":"373111497","full_name":"kzl/decision-transformer","owner":"kzl","description":"Official codebase for Decision Transformer: Reinforcement Learning via Sequence Modeling.","archived":false,"fork":false,"pushed_at":"2024-04-29T01:30:45.000Z","size":262,"stargazers_count":2538,"open_issues_count":33,"forks_count":479,"subscribers_count":28,"default_branch":"master","last_synced_at":"2025-04-14T05:56:21.867Z","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/kzl.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE.md","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":"2021-06-02T09:35:37.000Z","updated_at":"2025-04-13T05:18:00.000Z","dependencies_parsed_at":"2023-02-04T01:00:14.707Z","dependency_job_id":"aacad8ef-ef12-478a-ab0a-1caa53cdcae4","html_url":"https://github.com/kzl/decision-transformer","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/kzl%2Fdecision-transformer","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/kzl%2Fdecision-transformer/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/kzl%2Fdecision-transformer/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/kzl%2Fdecision-transformer/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/kzl","download_url":"https://codeload.github.com/kzl/decision-transformer/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":254270646,"owners_count":22042859,"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":"2024-08-02T22:00:54.219Z","updated_at":"2025-05-15T04:07:19.700Z","avatar_url":"https://github.com/kzl.png","language":"Python","funding_links":[],"categories":["Python","Papers","时间序列","🛠️ Libraries \u0026 Implementations","4. 算法","Reinforcement Learning"],"sub_categories":["NeurIPS 2021","网络服务_其他","4.2 Reinforcement Learning"],"readme":"\n# Decision Transformer\n\nLili Chen\\*, Kevin Lu\\*, Aravind Rajeswaran, Kimin Lee, Aditya Grover, Michael Laskin, Pieter Abbeel, Aravind Srinivas†, and Igor Mordatch†\n\n\\*equal contribution, †equal advising\n\nA link to our paper can be found on [arXiv](https://arxiv.org/abs/2106.01345).\n\n## Overview\n\nOfficial codebase for [Decision Transformer: Reinforcement Learning via Sequence Modeling](https://sites.google.com/berkeley.edu/decision-transformer).\nContains scripts to reproduce experiments.\n\n![image info](./architecture.png)\n\n## Instructions\n\nWe provide code in two sub-directories: `atari` containing code for Atari experiments and `gym` containing code for OpenAI Gym experiments.\nSee corresponding READMEs in each folder for instructions; scripts should be run from the respective directories.\nIt may be necessary to add the respective directories to your PYTHONPATH.\n\n## Citation\n\nPlease cite our paper as:\n\n```\n@article{chen2021decisiontransformer,\n  title={Decision Transformer: Reinforcement Learning via Sequence Modeling},\n  author={Lili Chen and Kevin Lu and Aravind Rajeswaran and Kimin Lee and Aditya Grover and Michael Laskin and Pieter Abbeel and Aravind Srinivas and Igor Mordatch},\n  journal={arXiv preprint arXiv:2106.01345},\n  year={2021}\n}\n```\n\nNote: this is not an official Google or Facebook product.\n\n## License\n\nMIT\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fkzl%2Fdecision-transformer","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fkzl%2Fdecision-transformer","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fkzl%2Fdecision-transformer/lists"}