{"id":14977296,"url":"https://github.com/captaine/ppo-rnd-pommerman","last_synced_at":"2025-10-28T03:31:02.663Z","repository":{"id":134234103,"uuid":"173595495","full_name":"CaptainE/PPO-RND-Pommerman","owner":"CaptainE","description":"Using Proximal Policy Optimization and Random Network Distillation on Pommerman","archived":false,"fork":false,"pushed_at":"2019-03-03T16:05:32.000Z","size":34819,"stargazers_count":8,"open_issues_count":2,"forks_count":1,"subscribers_count":2,"default_branch":"master","last_synced_at":"2025-02-01T10:51:10.942Z","etag":null,"topics":["bomberman","ipynb","proximal-policy-optimization","random-network-distillation","reinforcement-learning"],"latest_commit_sha":null,"homepage":null,"language":"Jupyter Notebook","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/CaptainE.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"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":"2019-03-03T15:51:48.000Z","updated_at":"2024-10-14T11:50:05.000Z","dependencies_parsed_at":null,"dependency_job_id":"475788c8-5b17-45e3-bfcd-755b51b2eae1","html_url":"https://github.com/CaptainE/PPO-RND-Pommerman","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/CaptainE%2FPPO-RND-Pommerman","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/CaptainE%2FPPO-RND-Pommerman/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/CaptainE%2FPPO-RND-Pommerman/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/CaptainE%2FPPO-RND-Pommerman/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/CaptainE","download_url":"https://codeload.github.com/CaptainE/PPO-RND-Pommerman/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":238590593,"owners_count":19497351,"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":["bomberman","ipynb","proximal-policy-optimization","random-network-distillation","reinforcement-learning"],"created_at":"2024-09-24T13:55:25.274Z","updated_at":"2025-10-28T03:30:52.651Z","avatar_url":"https://github.com/CaptainE.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"## PPO-RND-Pommerman\n\nThis repository contains the material used for the Pommerman project.\nThe methods used to get a winrate of over 50 percent over 3 simpleagents was PPO together with random network distillation.\n\nSeveral files can be found including:\n- [Notebook with results and pre-trained model to run tests](MainResults.ipynb)\n- [Notebook with code used for training](MainTraining.ipynb)\n- [Python file that changes the pommerman enviornment to an input used by our model](convertInputMapToTrainingLayers.py)\n\n### Methods\n\n**Required:**\n\n- [Exploration by Random Network Distillation](https://arxiv.org/abs/1810.12894)\n- [Proximal Policy Optimization Algorithms](https://arxiv.org/abs/1707.06347)\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fcaptaine%2Fppo-rnd-pommerman","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fcaptaine%2Fppo-rnd-pommerman","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fcaptaine%2Fppo-rnd-pommerman/lists"}