{"id":18401698,"url":"https://github.com/borealisai/robust-gan","last_synced_at":"2026-01-02T07:53:55.717Z","repository":{"id":40964485,"uuid":"252814161","full_name":"BorealisAI/robust-gan","owner":"BorealisAI","description":"On Minimax Optimality of GANs for Robust Mean Estimation","archived":false,"fork":false,"pushed_at":"2024-07-25T10:56:42.000Z","size":21,"stargazers_count":1,"open_issues_count":2,"forks_count":1,"subscribers_count":7,"default_branch":"master","last_synced_at":"2025-01-22T03:33:05.191Z","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":"other","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/BorealisAI.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":"2020-04-03T18:50:44.000Z","updated_at":"2022-02-21T00:39:19.000Z","dependencies_parsed_at":"2024-12-24T12:14:53.237Z","dependency_job_id":"035ce58b-1dac-4e7a-a2f3-0af9c29c0e8e","html_url":"https://github.com/BorealisAI/robust-gan","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/BorealisAI%2Frobust-gan","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/BorealisAI%2Frobust-gan/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/BorealisAI%2Frobust-gan/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/BorealisAI%2Frobust-gan/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/BorealisAI","download_url":"https://codeload.github.com/BorealisAI/robust-gan/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":243733336,"owners_count":20339026,"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":"2024-11-06T02:39:40.167Z","updated_at":"2026-01-02T07:53:55.671Z","avatar_url":"https://github.com/BorealisAI.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# What is this repository?\n\nThis repository contains code for paper \"[On Minimax Optimality of GANs for Robust Mean Estimation][paper]\" (AISTATS 2020).\n\n[paper]: https://cs.uwaterloo.ca/~k77wu/paper/aistats2020.pdf\n\nWe implemented f-GAN, MMD-GAN (with Gaussian kernel) and Wasserstein GAN (with Euclidean norm as ground cost). These models are tested under Huber's contamination model.\n\n## Usage\nTo install dependency, run\n```\npip install -r requirements.txt\n```\n\nRun the following scripts containing detailed parameter configurations:\n```\nbash test_fgan.sh\nbash test_mmd.sh\nbash test_sinkhorn.sh\n```\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fborealisai%2Frobust-gan","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fborealisai%2Frobust-gan","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fborealisai%2Frobust-gan/lists"}