{"id":30703293,"url":"https://github.com/vdblm/experior","last_synced_at":"2025-09-02T16:58:45.544Z","repository":{"id":237791866,"uuid":"784501949","full_name":"vdblm/ExPerior","owner":"vdblm","description":null,"archived":false,"fork":false,"pushed_at":"2024-05-22T18:09:25.000Z","size":72488,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2024-05-22T19:29:28.387Z","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/vdblm.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":"2024-04-10T01:10:59.000Z","updated_at":"2024-05-22T18:09:29.000Z","dependencies_parsed_at":"2024-05-07T20:34:40.682Z","dependency_job_id":null,"html_url":"https://github.com/vdblm/ExPerior","commit_stats":null,"previous_names":["vdblm/experior"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/vdblm/ExPerior","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vdblm%2FExPerior","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vdblm%2FExPerior/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vdblm%2FExPerior/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vdblm%2FExPerior/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/vdblm","download_url":"https://codeload.github.com/vdblm/ExPerior/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vdblm%2FExPerior/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":273317756,"owners_count":25084037,"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","status":"online","status_checked_at":"2025-09-02T02:00:09.530Z","response_time":77,"last_error":null,"robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":true,"can_crawl_api":true,"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":"2025-09-02T16:58:33.867Z","updated_at":"2025-09-02T16:58:45.529Z","avatar_url":"https://github.com/vdblm.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Experts-as-Priors: Sequential Decision Making with Expert Demonstrations under Unobserved Heterogeneity\n\n\u003cp align=\"center\" markdown=\"1\"\u003e\n    \u003cimg src=\"https://img.shields.io/badge/Python-3.10-green.svg\" alt=\"Python Version\" height=\"18\"\u003e\n\u003c!--     \u003ca href=\"https://arxiv.org/abs/2404.07266\"\u003e\u003cimg src=\"https://img.shields.io/badge/arXiv-2404.07266-b31b1b.svg\" alt=\"arXiv\" height=\"18\"\u003e\u003c/a\u003e --\u003e\n\u003c/p\u003e\n\n\u003cp align=\"center\"\u003e\n  \u003ca href=\"#installation\"\u003eInstallation\u003c/a\u003e •\n  \u003ca href=\"#experiments\"\u003eExperiments\u003c/a\u003e •\n  \u003ca href=\"#citation\"\u003eCitation\u003c/a\u003e\n\u003c/p\u003e\n\n\u003cp align=\"center\"\u003e\n\u003cimg src=\"assets/main_figure.png\" width=\"800\" /\u003e\n\u003c/p\u003e\n\n## Installation\n\nSet up a virtual environment and load it\n```bash\npython -m venv $ENV_NAME\nsource $ENV_NAME/bin/activate\n```\nInstall `jax==0.4.14`:\n```bash\npip install jax==0.4.14 jaxlib==0.4.14+cuda11.cudnn86 -f https://storage.googleapis.com/jax-releases/jax_cuda_releases.html\n```\nThen, install the `flashbax` package via\n```bash\npip install git+https://github.com/instadeepai/flashbax.git\n```\nFinally, other requirements are installed with `pip install -r requirements.txt`\n\n## Experiments\nFor bandit experiments, follow the notebook [`notebooks/bandit.ipynb`](./notebooks/bandit.ipynb). For deep sea experiments, run [`notebooks/deep_sea.ipynb`](./notebooks/deep_sea.ipynb).\n```\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fvdblm%2Fexperior","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fvdblm%2Fexperior","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fvdblm%2Fexperior/lists"}