{"id":21433199,"url":"https://github.com/gerdm/bone","last_synced_at":"2025-10-27T00:04:00.482Z","repository":{"id":263115410,"uuid":"885262893","full_name":"gerdm/BONE","owner":"gerdm","description":"Repository for the paper \"BONE: a unifying framework for Bayesian online learning in non-stationary environments\"","archived":false,"fork":false,"pushed_at":"2024-12-11T08:06:46.000Z","size":20089,"stargazers_count":17,"open_issues_count":0,"forks_count":2,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-03-29T10:24:10.751Z","etag":null,"topics":[],"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/gerdm.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":"2024-11-08T09:09:33.000Z","updated_at":"2025-03-19T06:00:57.000Z","dependencies_parsed_at":"2024-11-16T11:03:56.292Z","dependency_job_id":null,"html_url":"https://github.com/gerdm/BONE","commit_stats":null,"previous_names":["gerdm/bone"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/gerdm%2FBONE","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/gerdm%2FBONE/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/gerdm%2FBONE/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/gerdm%2FBONE/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/gerdm","download_url":"https://codeload.github.com/gerdm/BONE/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":249741037,"owners_count":21318725,"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":"2024-11-22T23:26:26.498Z","updated_at":"2025-10-27T00:04:00.477Z","avatar_url":"https://github.com/gerdm.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# BONE: Bayesian online learning in non-stationary environments\n\n**Paper** 📄: https://arxiv.org/abs/2411.10153\n\n![all-test](https://github.com/user-attachments/assets/301aa490-edf4-4661-bc16-6853e2c0c947)\n\n## Citation\n\n```bib\n@article{\nduran-martin2025a,\ntitle={A unifying framework for generalised Bayesian online learning in non-stationary environments},\nauthor={Gerardo Duran-Martin and Leandro S{\\'a}nchez-Betancourt and Alex Shestopaloff and Kevin Patrick Murphy},\njournal={Transactions on Machine Learning Research},\nissn={2835-8856},\nyear={2025},\nurl={https://openreview.net/forum?id=osesw2V10u},\nnote={}\n}\n```\n\n\n## Installation\nTo run the experiments, make sure to have installed `jax\u003e=0.4.2`,\n[rebayes-mini](https://github.com/gerdm/rebayes-mini/tree/main),\n[flax](https://github.com/google/flax),\nand the [BayesianOptimization](https://github.com/bayesian-optimization/BayesianOptimization) package:\n\n```bash\npip install git+https://github.com/gerdm/rebayes-mini.git\npip install flax\npip install bayesian-optimization\n```\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fgerdm%2Fbone","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fgerdm%2Fbone","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fgerdm%2Fbone/lists"}