{"id":23151614,"url":"https://github.com/pomonam/jax-influence","last_synced_at":"2025-09-13T00:31:51.233Z","repository":{"id":71455514,"uuid":"566999044","full_name":"pomonam/jax-influence","owner":"pomonam","description":"A simple Jax implementation of influence functions.","archived":false,"fork":false,"pushed_at":"2024-04-09T18:21:30.000Z","size":40,"stargazers_count":16,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2024-12-17T18:39:26.062Z","etag":null,"topics":["influence-functions"],"latest_commit_sha":null,"homepage":"","language":"Python","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/pomonam.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":"2022-11-16T21:21:46.000Z","updated_at":"2024-10-06T23:46:21.000Z","dependencies_parsed_at":"2024-12-17T18:35:13.982Z","dependency_job_id":"65547e0d-50db-4d43-8c19-c2c7dc110a8c","html_url":"https://github.com/pomonam/jax-influence","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/pomonam%2Fjax-influence","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/pomonam%2Fjax-influence/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/pomonam%2Fjax-influence/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/pomonam%2Fjax-influence/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/pomonam","download_url":"https://codeload.github.com/pomonam/jax-influence/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":232802745,"owners_count":18578684,"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":["influence-functions"],"created_at":"2024-12-17T18:35:03.727Z","updated_at":"2025-01-06T23:52:26.521Z","avatar_url":"https://github.com/pomonam.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"\u003cdiv align=\"center\"\u003e    \n\n## JAX-Influence\n\n[![License: Apache 2.0](https://img.shields.io/badge/License-Apache_2.0-blue.svg)](LICENSE.txt)\n\n\u003c/div\u003e\n\nJAX-Influence is a JAX implementation of influence functions, a classical technique from robust statistics that\nestimates the impact of removing a single training data point on a model's learned parameters. This repository\ncomplements the paper [\"If Influence Functions are the Answer, Then What is the Question?\"](https://arxiv.org/abs/2209.05364).\n\nThe repository aims to provide a simple and minimal implementation of influence functions in JAX. For those interested in \nimplementations in other frameworks, a PyTorch version is available [here](https://github.com/alstonlo/torch-influence), and \na PyTorch EK-FAC implementation can be found [here](https://github.com/pomonam/kronfluence).\n\n## Installation\n\nTo install JAX-Influence, you can use pip to install from the source:\n\n```bash\ngit clone https://github.com/pomonam/jax-influence\n \ncd jax-influence\npip install -e .   \npip install -e '.[jax_gpu]' -f 'https://storage.googleapis.com/jax-releases/jax_cuda_releases.html' # Replace `jax_gpu` with `jax_cpu` if you wish to install the CPU version.\n ```\n\n## Contributors\n\n- [Juhan Bae](https://www.juhanbae.com/)\n- [Nathan Ng](https://nng555.github.io/)\n- [Alston Lo](https://alstonlo.github.io/)\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fpomonam%2Fjax-influence","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fpomonam%2Fjax-influence","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fpomonam%2Fjax-influence/lists"}