{"id":17871326,"url":"https://github.com/da03/residual-ebm","last_synced_at":"2025-03-21T17:31:33.453Z","repository":{"id":85315413,"uuid":"361804230","full_name":"da03/Residual-EBM","owner":"da03","description":"Code for Residual Energy-Based Models for Text Generation in PyTorch.","archived":false,"fork":false,"pushed_at":"2021-04-27T13:50:47.000Z","size":7482,"stargazers_count":23,"open_issues_count":1,"forks_count":2,"subscribers_count":2,"default_branch":"main","last_synced_at":"2025-03-17T19:11:40.102Z","etag":null,"topics":["machine-learning","nlp"],"latest_commit_sha":null,"homepage":"","language":"Jupyter Notebook","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/da03.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":"2021-04-26T15:41:06.000Z","updated_at":"2024-09-19T20:18:10.000Z","dependencies_parsed_at":null,"dependency_job_id":"2e424e08-7077-4dd1-9e7a-52785660099b","html_url":"https://github.com/da03/Residual-EBM","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/da03%2FResidual-EBM","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/da03%2FResidual-EBM/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/da03%2FResidual-EBM/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/da03%2FResidual-EBM/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/da03","download_url":"https://codeload.github.com/da03/Residual-EBM/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":244838244,"owners_count":20518812,"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":["machine-learning","nlp"],"created_at":"2024-10-28T10:30:22.747Z","updated_at":"2025-03-21T17:31:33.447Z","avatar_url":"https://github.com/da03.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Residual Energy-Based Models for Text Generation\n\nThis repo implements the Residual Energy-Based Model as described in [Residual Energy-Based Models for Text Generation](https://openreview.net/pdf?id=B1l4SgHKDH). Note that both data and model (generator+discriminator) are different from the original paper: the goal is just to show how the pipeline works, using much less computational resources.\n\nThe training and evaluation scripts can be found in [REBM.ipynb](REBM.ipynb). We suggest opening it using Google Colab with a GPU instance.\n\n## Citation\n\n```\n@inproceedings{deng2019residual,\n  title={Residual Energy-Based Models for Text Generation},\n  author={Deng, Yuntian and Bakhtin, Anton and Ott, Myle and Szlam, Arthur and Ranzato, Marc'Aurelio},\n  booktitle={International Conference on Learning Representations},\n  year={2019}\n}\n\n@article{bakhtin2021residual,\n  title={Residual Energy-Based Models for Text},\n  author={Bakhtin, Anton and Deng, Yuntian and Gross, Sam and Ott, Myle and Ranzato, Marc'Aurelio and Szlam, Arthur},\n  journal={Journal of Machine Learning Research},\n  volume={22},\n  number={40},\n  pages={1--41},\n  year={2021}\n}\n```\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fda03%2Fresidual-ebm","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fda03%2Fresidual-ebm","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fda03%2Fresidual-ebm/lists"}