{"id":13737727,"url":"https://github.com/ShipengWang/Adam-NSCL","last_synced_at":"2025-05-08T15:31:13.986Z","repository":{"id":201480057,"uuid":"344438156","full_name":"ShipengWang/Adam-NSCL","owner":"ShipengWang","description":"PyTorch implementation of our Adam-NSCL algorithm from our CVPR2021 (oral) paper \"Training Networks in Null Space for Continual Learning\"","archived":false,"fork":false,"pushed_at":"2021-07-24T12:45:28.000Z","size":3926,"stargazers_count":46,"open_issues_count":0,"forks_count":2,"subscribers_count":1,"default_branch":"main","last_synced_at":"2024-08-04T03:11:08.702Z","etag":null,"topics":["continual-learning","incremental-learning","lifelong-learning"],"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/ShipengWang.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}},"created_at":"2021-03-04T10:39:05.000Z","updated_at":"2024-07-25T08:21:33.000Z","dependencies_parsed_at":null,"dependency_job_id":"be45c75d-cbab-4780-9c74-a87066009405","html_url":"https://github.com/ShipengWang/Adam-NSCL","commit_stats":null,"previous_names":["shipengwang/adam-nscl"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ShipengWang%2FAdam-NSCL","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ShipengWang%2FAdam-NSCL/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ShipengWang%2FAdam-NSCL/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ShipengWang%2FAdam-NSCL/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/ShipengWang","download_url":"https://codeload.github.com/ShipengWang/Adam-NSCL/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":224742310,"owners_count":17362229,"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":["continual-learning","incremental-learning","lifelong-learning"],"created_at":"2024-08-03T03:01:58.598Z","updated_at":"2024-11-15T06:30:52.210Z","avatar_url":"https://github.com/ShipengWang.png","language":"Python","funding_links":[],"categories":["Python"],"sub_categories":[],"readme":"# Adam-NSCL\nThis is a PyTorch implementation of Adam-NSCL algorithm for continual learning from our CVPR2021 (oral) paper:\n\n**Title**: [Training Networks in Null Space of Feature Covariance for Continual Learning](https://openaccess.thecvf.com/content/CVPR2021/papers/Wang_Training_Networks_in_Null_Space_of_Feature_Covariance_for_Continual_CVPR_2021_paper.pdf)\n\n**Authors**: Shipeng Wang, Xiaorong Li, Jian Sun, Zongben Xu\n\n**Email**: wangshipeng8128@stu.xjtu.edu.cn; wangshipeng8128@gmail.com\n\n**Arxiv**: https://arxiv.org/pdf/2103.07113\n\n\nUsage\n-\n\n```\nsh scripts_svd/adamnscl.sh\n```\n\n**Requirements**: Python 3.7, PyTorch=1.5,tensorboardX\n\nCitation\n```\n@InProceedings{Wang_2021_CVPR,\n    author    = {Wang, Shipeng and Li, Xiaorong and Sun, Jian and Xu, Zongben},\n    title     = {Training Networks in Null Space of Feature Covariance for Continual Learning},\n    booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},\n    month     = {June},\n    year      = {2021},\n    pages     = {184-193}\n}\n```\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2FShipengWang%2FAdam-NSCL","html_url":"https://awesome.ecosyste.ms/projects/github.com%2FShipengWang%2FAdam-NSCL","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2FShipengWang%2FAdam-NSCL/lists"}