{"id":19382892,"url":"https://github.com/locuslab/gradient_regularized_gan","last_synced_at":"2025-04-23T20:32:33.146Z","repository":{"id":96318634,"uuid":"109336157","full_name":"locuslab/gradient_regularized_gan","owner":"locuslab","description":"Code for \"Gradient descent GAN optimization is locally stable\"","archived":false,"fork":false,"pushed_at":"2017-11-05T09:37:03.000Z","size":6,"stargazers_count":21,"open_issues_count":0,"forks_count":8,"subscribers_count":6,"default_branch":"master","last_synced_at":"2025-04-02T20:11:24.952Z","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":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/locuslab.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":"2017-11-03T01:15:18.000Z","updated_at":"2022-03-10T06:00:11.000Z","dependencies_parsed_at":"2023-03-30T20:48:05.294Z","dependency_job_id":null,"html_url":"https://github.com/locuslab/gradient_regularized_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/locuslab%2Fgradient_regularized_gan","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/locuslab%2Fgradient_regularized_gan/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/locuslab%2Fgradient_regularized_gan/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/locuslab%2Fgradient_regularized_gan/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/locuslab","download_url":"https://codeload.github.com/locuslab/gradient_regularized_gan/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":250509875,"owners_count":21442514,"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":"2024-11-10T09:23:48.440Z","updated_at":"2025-04-23T20:32:33.141Z","avatar_url":"https://github.com/locuslab.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Gradient Regularized GAN\nCode for the regularizer proposed in the NIPS 2017 paper on \"Gradient descent GAN optimization is locally stable\"\n\u003ca href=\"https://arxiv.org/abs/1706.04156\"\u003earXiv:1706.04156\u003c/a\u003e\n\nThe code for the Gaussian experiments is based on https://github.com/poolio/unrolled_gan but modified to reflect the parameters specified in the Unrolled GANs paper \u003ca href=\"https://arxiv.org/abs/1611.02163\"\u003earxiv:1611.02163\u003c/a\u003e. The experiments for our paper were performed on Tensorflow 1.1.0 and Keras 1.2. \n\nRun ```python \u003cfilename\u003e.py``` where ```\u003cfilename\u003e``` is either ```gaussian-toy-unrolled.py``` or ```gaussian-toy-regularized.py``` to run the unrolled GAN and the gradient-norm-regularized GAN respectively.\n\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Flocuslab%2Fgradient_regularized_gan","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Flocuslab%2Fgradient_regularized_gan","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Flocuslab%2Fgradient_regularized_gan/lists"}