{"id":15398372,"url":"https://github.com/kirillbobyrev/td-gamma","last_synced_at":"2026-03-30T02:30:17.693Z","repository":{"id":87652203,"uuid":"125099080","full_name":"kirillbobyrev/TD-Gamma","owner":"kirillbobyrev","description":" Empirical Study of TD(γ) Reinforcement Learning algorithm for Value function Estimation","archived":false,"fork":false,"pushed_at":"2021-04-25T14:21:58.000Z","size":2491,"stargazers_count":1,"open_issues_count":0,"forks_count":0,"subscribers_count":0,"default_branch":"main","last_synced_at":"2025-01-01T03:14:07.835Z","etag":null,"topics":["class-project","optimization","poster","reinforcement-learning"],"latest_commit_sha":null,"homepage":"https://kbobyrev.github.io/resources/TD-Gamma-Poster.pdf","language":"TeX","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"apache-2.0","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/kirillbobyrev.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":"2018-03-13T18:47:18.000Z","updated_at":"2021-04-25T14:22:00.000Z","dependencies_parsed_at":null,"dependency_job_id":"444ef8b5-331c-4768-a358-4173b0ecead9","html_url":"https://github.com/kirillbobyrev/TD-Gamma","commit_stats":{"total_commits":17,"total_committers":1,"mean_commits":17.0,"dds":0.0,"last_synced_commit":"28b6964b4fe09283d604d5a4255e0a8534a17ccb"},"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/kirillbobyrev%2FTD-Gamma","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/kirillbobyrev%2FTD-Gamma/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/kirillbobyrev%2FTD-Gamma/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/kirillbobyrev%2FTD-Gamma/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/kirillbobyrev","download_url":"https://codeload.github.com/kirillbobyrev/TD-Gamma/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":239952623,"owners_count":19723924,"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":["class-project","optimization","poster","reinforcement-learning"],"created_at":"2024-10-01T15:42:54.669Z","updated_at":"2026-03-30T02:30:17.647Z","avatar_url":"https://github.com/kirillbobyrev.png","language":"TeX","funding_links":[],"categories":[],"sub_categories":[],"readme":"# TD(γ)\n\nEmpirical Study of **TD(γ)** Reinforcement Learning algorithm for Value\nfunction Estimation.\n\nThe studied algorithm was introduced in [TDγ: Re-evaluating Complex Backups in\nTemporal Difference\nLearning](https://papers.nips.cc/paper/4472-td_gamma-re-evaluating-complex-backups-in-temporal-difference-learning.pdf)\npaper by G. Konidaris, S. Niekum and P. Thomas which was presented at NIPS\n2011.\n\nObtained results show that **TD(γ)** was able to outperform its precursors\ngiven a fairly simple environment and policy, but was much more\nresource-intensive in terms of memory and computational complexity.\n\n* [Compiled poster](https://kirillbobyrev.github.io/resources/TD-Gamma-Poster.pdf)\n* [Code](https://colab.research.google.com/gist/kirillbobyrev/90efb074a4740f8a8a6abf22e58d988a/td-gamma.ipynb)\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fkirillbobyrev%2Ftd-gamma","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fkirillbobyrev%2Ftd-gamma","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fkirillbobyrev%2Ftd-gamma/lists"}