{"id":178671,"name":null,"description":"[ICMLW 2023, IEEE CISS 2024] Assessing Neural Network Representations During Training Using Noise-Resilient Diffusion Spectral Entropy","url":"https://github.com/chenliu-1996/diffusionspectralentropy","last_synced_at":"2025-09-10T00:09:29.535Z","repository":{"id":64975668,"uuid":"560225343","full_name":"ChenLiu-1996/DiffusionSpectralEntropy","owner":"ChenLiu-1996","description":"[ICMLW 2023, IEEE CISS 2024] Assessing Neural Network Representations During Training Using Noise-Resilient Diffusion Spectral Entropy","archived":false,"fork":false,"pushed_at":"2025-08-14T18:34:18.000Z","size":50280,"stargazers_count":13,"open_issues_count":1,"forks_count":1,"subscribers_count":3,"default_branch":"master","last_synced_at":"2025-09-09T05:59:56.380Z","etag":null,"topics":["deep-learning","diffusion","entropy","entropy-estimation","icml-2023","information-bottleneck","information-bottleneck-theory","manifold-learning","mutual-information","mutual-information-neural-estimator","neural-manifold","neural-network","neural-representation"],"latest_commit_sha":null,"homepage":"https://arxiv.org/abs/2312.04823","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/ChenLiu-1996.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE.md","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,"zenodo":null}},"created_at":"2022-11-01T02:09:22.000Z","updated_at":"2025-08-14T18:34:24.000Z","dependencies_parsed_at":"2025-07-21T20:36:17.459Z","dependency_job_id":null,"html_url":"https://github.com/ChenLiu-1996/DiffusionSpectralEntropy","commit_stats":null,"previous_names":["chenliu-1996/diffusionspectralentropy","chenliu-1996/dsmi"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/ChenLiu-1996/DiffusionSpectralEntropy","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ChenLiu-1996%2FDiffusionSpectralEntropy","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ChenLiu-1996%2FDiffusionSpectralEntropy/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ChenLiu-1996%2FDiffusionSpectralEntropy/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ChenLiu-1996%2FDiffusionSpectralEntropy/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/ChenLiu-1996","download_url":"https://codeload.github.com/ChenLiu-1996/DiffusionSpectralEntropy/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ChenLiu-1996%2FDiffusionSpectralEntropy/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":274389829,"owners_count":25276396,"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","status":"online","status_checked_at":"2025-09-09T02:00:10.223Z","response_time":80,"last_error":null,"robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":true,"can_crawl_api":true,"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"}},"owner":{"login":"ChenLiu-1996","name":"Chen Liu","uuid":"36081734","kind":"user","description":"CS PhD student at @KrishnaswamyLab, @YaleUniversity.\r\n\r\nReviewing Committee member at NeurIPS, ICLR, ICML.","email":"","website":"https://chenliu-1996.github.io/","location":"New Haven","twitter":"ChenLiu_1996","company":"Yale University","icon_url":"https://avatars.githubusercontent.com/u/36081734?u=03206900ffad234f47a08917cb08189d444bb027\u0026v=4","repositories_count":5,"last_synced_at":"2025-09-09T05:07:28.191Z","metadata":{"has_sponsors_listing":false},"html_url":"https://github.com/ChenLiu-1996","funding_links":[],"total_stars":null,"followers":70,"following":35,"created_at":"2023-02-18T11:34:46.006Z","updated_at":"2025-09-09T05:07:28.191Z","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/ChenLiu-1996","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/ChenLiu-1996/repositories"},"packages":[{"id":11934226,"name":"dse-dsmi","ecosystem":"pypi","description":"Diffusion spectral entropy and diffusion spectral mutual information (https://arxiv.org/abs/2312.04823).","homepage":"https://github.com/ChenLiu-1996/DiffusionSpectralEntropy","licenses":"MIT","normalized_licenses":["MIT"],"repository_url":"https://github.com/ChenLiu-1996/DiffusionSpectralEntropy","keywords_array":["entropy","mutual information","neural network entropy","deep learning entropy"],"namespace":null,"versions_count":2,"first_release_published_at":"2025-07-21T18:43:10.000Z","latest_release_published_at":"2025-07-21T18:57:38.000Z","latest_release_number":"1.1","last_synced_at":"2025-08-22T10:58:23.119Z","created_at":"2025-07-22T00:05:20.290Z","updated_at":"2025-08-22T19:41:11.068Z","registry_url":"https://pypi.org/project/dse-dsmi/","install_command":"pip install dse-dsmi --index-url https://pypi.org/simple","documentation_url":"https://dse-dsmi.readthedocs.io/","metadata":{"funding":null,"documentation":null,"classifiers":["Development Status :: 3 - Alpha","Intended Audience :: Developers","License :: Other/Proprietary License","Programming Language :: Python :: 3"],"normalized_name":"dse-dsmi","project_status":null},"repo_metadata":{"id":64975668,"uuid":"560225343","full_name":"ChenLiu-1996/DiffusionSpectralEntropy","owner":"ChenLiu-1996","description":"[ICMLW 2023, IEEE CISS 2024] Assessing Neural Network Representations During Training Using Noise-Resilient Diffusion Spectral Entropy","archived":false,"fork":false,"pushed_at":"2025-08-14T18:34:18.000Z","size":50280,"stargazers_count":13,"open_issues_count":1,"forks_count":1,"subscribers_count":3,"default_branch":"master","last_synced_at":"2025-08-22T10:49:17.868Z","etag":null,"topics":["deep-learning","diffusion","entropy","entropy-estimation","icml-2023","information-bottleneck","information-bottleneck-theory","manifold-learning","mutual-information","mutual-information-neural-estimator","neural-manifold","neural-network","neural-representation"],"latest_commit_sha":null,"homepage":"https://arxiv.org/abs/2312.04823","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/ChenLiu-1996.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE.md","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,"zenodo":null}},"created_at":"2022-11-01T02:09:22.000Z","updated_at":"2025-08-14T18:34:24.000Z","dependencies_parsed_at":"2025-07-21T20:36:17.459Z","dependency_job_id":null,"html_url":"https://github.com/ChenLiu-1996/DiffusionSpectralEntropy","commit_stats":null,"previous_names":["chenliu-1996/diffusionspectralentropy","chenliu-1996/dsmi"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/ChenLiu-1996/DiffusionSpectralEntropy","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ChenLiu-1996%2FDiffusionSpectralEntropy","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ChenLiu-1996%2FDiffusionSpectralEntropy/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ChenLiu-1996%2FDiffusionSpectralEntropy/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ChenLiu-1996%2FDiffusionSpectralEntropy/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/ChenLiu-1996","download_url":"https://codeload.github.com/ChenLiu-1996/DiffusionSpectralEntropy/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ChenLiu-1996%2FDiffusionSpectralEntropy/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":271689171,"owners_count":24803516,"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","status":"online","status_checked_at":"2025-08-22T02:00:08.480Z","response_time":65,"last_error":null,"robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":true,"can_crawl_api":true,"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"},"owner_record":{"login":"ChenLiu-1996","name":"Chen Liu","uuid":"36081734","kind":"user","description":"CS PhD student at @KrishnaswamyLab, @YaleUniversity.\r\n\r\nReviewing Committee member at NeurIPS, ICLR, ICML.","email":"","website":"https://chenliu-1996.github.io/","location":"New Haven","twitter":"ChenLiu_1996","company":"Yale University","icon_url":"https://avatars.githubusercontent.com/u/36081734?u=03206900ffad234f47a08917cb08189d444bb027\u0026v=4","repositories_count":5,"last_synced_at":"2025-08-22T10:41:13.696Z","metadata":{"has_sponsors_listing":false},"html_url":"https://github.com/ChenLiu-1996","funding_links":[],"total_stars":null,"followers":70,"following":35,"created_at":"2023-02-18T11:34:46.006Z","updated_at":"2025-08-22T10:41:13.696Z","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/ChenLiu-1996","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/ChenLiu-1996/repositories"},"tags":[]},"repo_metadata_updated_at":"2025-08-22T19:41:11.068Z","dependent_packages_count":0,"downloads":null,"downloads_period":"last-month","dependent_repos_count":0,"rankings":{"downloads":null,"dependent_repos_count":49.54911212704184,"dependent_packages_count":8.793054534214265,"stargazers_count":18.349911007038983,"forks_count":23.9003617588566,"docker_downloads_count":null,"average":25.148109856787922},"purl":"pkg:pypi/dse-dsmi","advisories":[],"docker_usage_url":"https://docker.ecosyste.ms/usage/pypi/dse-dsmi","docker_dependents_count":null,"docker_downloads_count":null,"usage_url":"https://repos.ecosyste.ms/usage/pypi/dse-dsmi","dependent_repositories_url":"https://repos.ecosyste.ms/api/v1/usage/pypi/dse-dsmi/dependencies","status":null,"funding_links":[],"critical":null,"issue_metadata":null,"versions_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/packages/dse-dsmi/versions","version_numbers_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/packages/dse-dsmi/version_numbers","dependent_packages_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/packages/dse-dsmi/dependent_packages","related_packages_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/packages/dse-dsmi/related_packages","maintainers":[{"uuid":"ChenLiu1996","login":"ChenLiu1996","name":null,"email":null,"url":null,"packages_count":6,"html_url":"https://pypi.org/user/ChenLiu1996/","role":null,"created_at":"2025-07-22T09:29:03.997Z","updated_at":"2025-07-22T09:29:03.997Z","packages_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/maintainers/ChenLiu1996/packages"}],"registry":{"name":"pypi.org","url":"https://pypi.org","ecosystem":"pypi","default":true,"packages_count":726753,"maintainers_count":308889,"namespaces_count":0,"keywords_count":238369,"github":"pypi","metadata":{"funded_packages_count":50594},"icon_url":"https://github.com/pypi.png","created_at":"2022-04-04T15:19:23.364Z","updated_at":"2025-09-09T06:31:19.922Z","packages_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/packages","maintainers_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/maintainers","namespaces_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/namespaces"}}],"commits":{"message":"Repository syncing started."},"issues_stats":{"full_name":"ChenLiu-1996/DiffusionSpectralEntropy","html_url":"https://github.com/ChenLiu-1996/DiffusionSpectralEntropy","last_synced_at":null,"status":null,"issues_count":null,"pull_requests_count":null,"avg_time_to_close_issue":null,"avg_time_to_close_pull_request":null,"issues_closed_count":null,"pull_requests_closed_count":null,"pull_request_authors_count":null,"issue_authors_count":null,"avg_comments_per_issue":null,"avg_comments_per_pull_request":null,"merged_pull_requests_count":null,"bot_issues_count":null,"bot_pull_requests_count":null,"past_year_issues_count":null,"past_year_pull_requests_count":null,"past_year_avg_time_to_close_issue":null,"past_year_avg_time_to_close_pull_request":null,"past_year_issues_closed_count":null,"past_year_pull_requests_closed_count":null,"past_year_pull_request_authors_count":null,"past_year_issue_authors_count":null,"past_year_avg_comments_per_issue":null,"past_year_avg_comments_per_pull_request":null,"past_year_bot_issues_count":null,"past_year_bot_pull_requests_count":null,"past_year_merged_pull_requests_count":null,"created_at":"2025-09-03T01:22:18.088Z","updated_at":"2025-09-03T01:22:18.088Z","repository_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/ChenLiu-1996%2FDiffusionSpectralEntropy","issues_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/ChenLiu-1996%2FDiffusionSpectralEntropy/issues","issue_labels_count":{},"pull_request_labels_count":{},"issue_author_associations_count":{"NONE":1},"pull_request_author_associations_count":{},"issue_authors":{"nanguoyu":1},"pull_request_authors":{},"host":{"name":"GitHub","url":"https://github.com","kind":"github","last_synced_at":"2025-09-10T00:00:25.260Z","repositories_count":10198088,"issues_count":32233623,"pull_requests_count":101763769,"authors_count":10741856,"icon_url":"https://github.com/github.png","host_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories","owners_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/owners","authors_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors"},"past_year_issue_labels_count":{},"past_year_pull_request_labels_count":{},"past_year_issue_author_associations_count":{"NONE":1},"past_year_pull_request_author_associations_count":{},"past_year_issue_authors":{"nanguoyu":1},"past_year_pull_request_authors":{},"maintainers":[],"active_maintainers":[]},"events":{"total":{"IssuesEvent":1,"WatchEvent":10,"IssueCommentEvent":2,"PushEvent":5,"ForkEvent":1},"last_year":{"IssuesEvent":1,"WatchEvent":10,"IssueCommentEvent":2,"PushEvent":5,"ForkEvent":1}},"keywords":["deep-learning","diffusion","entropy","entropy-estimation","icml-2023","information-bottleneck","information-bottleneck-theory","manifold-learning","mutual-information","mutual-information-neural-estimator","neural-manifold","neural-network","neural-representation"],"dependencies":[{"ecosystem":"pypi","filepath":"setup.py","sha":null,"kind":"manifest","created_at":"2025-07-21T20:36:17.256Z","updated_at":"2025-07-21T20:36:17.256Z","repository_link":"https://github.com/ChenLiu-1996/DiffusionSpectralEntropy/blob/master/setup.py","dependencies":[{"id":24260319866,"package_name":"numpy","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":24260319867,"package_name":"scipy","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":24260319868,"package_name":"matplotlib","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":24260319869,"package_name":"scikit-learn","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false}]}],"score":null,"created_at":"2025-09-09T01:50:58.639Z","updated_at":"2025-10-07T08:40:56.315Z","avatar_url":"https://github.com/ChenLiu-1996.png","language":"Python","category":null,"sub_category":null,"monthly_downloads":0,"funding_links":[],"readme_doi_urls":[],"works":{},"citation_counts":{},"total_citations":0,"keywords_from_contributors":[],"project_url":"https://science.ecosyste.ms/api/v1/projects/178671","html_url":"https://science.ecosyste.ms/projects/178671"}