{"id":22894221,"url":"https://github.com/zib-iol/open_loop_fw","last_synced_at":"2025-03-31T22:38:27.749Z","repository":{"id":114128992,"uuid":"496943285","full_name":"ZIB-IOL/open_loop_fw","owner":"ZIB-IOL","description":"Code for the paper: Wirth, E., Pokutta, S., and Kerdreux, T. (2023). Acceleration of Frank-Wolfe Algorithms with Open-Loop Step-Sizes. To Appear in Proceedings of AISTATS.","archived":false,"fork":false,"pushed_at":"2023-07-07T09:01:41.000Z","size":38087,"stargazers_count":3,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-02-07T01:32:07.084Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":"","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/ZIB-IOL.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":"CITATIONS.bib","codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2022-05-27T09:49:17.000Z","updated_at":"2025-01-29T21:44:17.000Z","dependencies_parsed_at":"2025-02-07T01:39:56.173Z","dependency_job_id":null,"html_url":"https://github.com/ZIB-IOL/open_loop_fw","commit_stats":null,"previous_names":[],"tags_count":2,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ZIB-IOL%2Fopen_loop_fw","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ZIB-IOL%2Fopen_loop_fw/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ZIB-IOL%2Fopen_loop_fw/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ZIB-IOL%2Fopen_loop_fw/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/ZIB-IOL","download_url":"https://codeload.github.com/ZIB-IOL/open_loop_fw/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":246552972,"owners_count":20795835,"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":"2024-12-13T23:17:14.311Z","updated_at":"2025-03-31T22:38:27.743Z","avatar_url":"https://github.com/ZIB-IOL.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Acceleration of Frank-Wolfe Algorithms with Open-Loop Step-Sizes\n\nCode for the paper:\n[Wirth, E., Kerdreux, T. and Pokutta, S., 2023, April. Acceleration of Frank-Wolfe Algorithms with Open-Loop Step-Sizes. In International Conference on Artificial Intelligence and Statistics (pp. 77-100). PMLR.](https://proceedings.mlr.press/v206/wirth23a.html)\n\n\n## Installation guide\n\nDownload the repository and store it in your preferred location, say ~/tmp.\n\nOpen your terminal and navigate to ~/tmp.\n\nRun the command:\n```shell script\n$ conda env create --file environment.yml\n```\n\nThis will create the conda environment open_loop_fw.\n\nActivate the conda environment with:\n```shell script\n$ conda activate open_loop_fw\n```\nNavigate to ~/tmp\n\nTo perform the experiments in the paper:\n\n```python3 script\n\u003e\u003e\u003e python3 -m experiments.exterior\n```\n```python3 script\n\u003e\u003e\u003e python3 -m experiments.polytope\n```\n```python3 script\n\u003e\u003e\u003e python3 -m experiments.kernel_herding\n```\n```python3 script\n\u003e\u003e\u003e python3 -m experiments.gisette\n```\n```python3 script\n\u003e\u003e\u003e python3 -m experiments.movielens\n```\n\n\n\nThe experiments are then stored in ~/tmp/experiments/figures.\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fzib-iol%2Fopen_loop_fw","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fzib-iol%2Fopen_loop_fw","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fzib-iol%2Fopen_loop_fw/lists"}