{"id":278111,"name":null,"description":"Neural Networks and the Chomsky Hierarchy","url":"https://github.com/google-deepmind/neural_networks_chomsky_hierarchy","last_synced_at":"2025-10-16T06:26:14.823Z","repository":{"id":42562364,"uuid":"506695640","full_name":"google-deepmind/neural_networks_chomsky_hierarchy","owner":"google-deepmind","description":"Neural Networks and the Chomsky Hierarchy","archived":false,"fork":false,"pushed_at":"2024-04-12T09:58:27.000Z","size":151,"stargazers_count":205,"open_issues_count":0,"forks_count":23,"subscribers_count":11,"default_branch":"main","last_synced_at":"2025-06-17T00:48:08.557Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":"https://arxiv.org/abs/2207.02098","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"apache-2.0","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/google-deepmind.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":"CONTRIBUTING.md","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,"zenodo":null}},"created_at":"2022-06-23T15:32:52.000Z","updated_at":"2025-05-26T14:00:35.000Z","dependencies_parsed_at":"2023-09-07T20:34:53.069Z","dependency_job_id":"26064937-6e25-4a22-8285-76dc32ff5b85","html_url":"https://github.com/google-deepmind/neural_networks_chomsky_hierarchy","commit_stats":null,"previous_names":["google-deepmind/neural_networks_chomsky_hierarchy","deepmind/neural_networks_chomsky_hierarchy"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/google-deepmind/neural_networks_chomsky_hierarchy","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/google-deepmind%2Fneural_networks_chomsky_hierarchy","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/google-deepmind%2Fneural_networks_chomsky_hierarchy/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/google-deepmind%2Fneural_networks_chomsky_hierarchy/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/google-deepmind%2Fneural_networks_chomsky_hierarchy/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/google-deepmind","download_url":"https://codeload.github.com/google-deepmind/neural_networks_chomsky_hierarchy/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/google-deepmind%2Fneural_networks_chomsky_hierarchy/sbom","scorecard":{"id":435921,"data":{"date":"2025-08-11","repo":{"name":"github.com/google-deepmind/neural_networks_chomsky_hierarchy","commit":"2b8eb4bee872acf5b637fcc672f01c06939dc4ef"},"scorecard":{"version":"v5.2.1-40-gf6ed084d","commit":"f6ed084d17c9236477efd66e5b258b9d4cc7b389"},"score":2.9,"checks":[{"name":"Packaging","score":-1,"reason":"packaging workflow not detected","details":["Warn: no GitHub/GitLab publishing workflow detected."],"documentation":{"short":"Determines if the project is published as a package that others can easily download, install, easily update, and uninstall.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#packaging"}},{"name":"Binary-Artifacts","score":10,"reason":"no binaries found in the repo","details":null,"documentation":{"short":"Determines if the project has generated executable (binary) artifacts in the source repository.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#binary-artifacts"}},{"name":"Pinned-Dependencies","score":-1,"reason":"no dependencies found","details":null,"documentation":{"short":"Determines if the project has declared and pinned the dependencies of its build process.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#pinned-dependencies"}},{"name":"Token-Permissions","score":-1,"reason":"No tokens found","details":null,"documentation":{"short":"Determines if the project's workflows follow the principle of least privilege.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#token-permissions"}},{"name":"SAST","score":0,"reason":"no SAST tool detected","details":["Warn: no pull requests merged into dev branch"],"documentation":{"short":"Determines if the project uses static code analysis.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#sast"}},{"name":"Code-Review","score":7,"reason":"Found 14/18 approved changesets -- score normalized to 7","details":null,"documentation":{"short":"Determines if the project requires human code review before pull requests (aka merge requests) are merged.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#code-review"}},{"name":"Dangerous-Workflow","score":-1,"reason":"no workflows found","details":null,"documentation":{"short":"Determines if the project's GitHub Action workflows avoid dangerous patterns.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#dangerous-workflow"}},{"name":"Maintained","score":0,"reason":"0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0","details":null,"documentation":{"short":"Determines if the project is \"actively maintained\".","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#maintained"}},{"name":"CII-Best-Practices","score":0,"reason":"no effort to earn an OpenSSF best practices badge detected","details":null,"documentation":{"short":"Determines if the project has an OpenSSF (formerly CII) Best Practices Badge.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#cii-best-practices"}},{"name":"Fuzzing","score":0,"reason":"project is not fuzzed","details":["Warn: no fuzzer integrations found"],"documentation":{"short":"Determines if the project uses fuzzing.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#fuzzing"}},{"name":"License","score":10,"reason":"license file detected","details":["Info: project has a license file: LICENSE:0","Info: FSF or OSI recognized license: Apache License 2.0: LICENSE:0"],"documentation":{"short":"Determines if the project has defined a license.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#license"}},{"name":"Signed-Releases","score":-1,"reason":"no releases found","details":null,"documentation":{"short":"Determines if the project cryptographically signs release artifacts.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#signed-releases"}},{"name":"Security-Policy","score":0,"reason":"security policy file not detected","details":["Warn: no security policy file detected","Warn: no security file to analyze","Warn: no security file to analyze","Warn: no security file to analyze"],"documentation":{"short":"Determines if the project has published a security policy.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#security-policy"}},{"name":"Branch-Protection","score":0,"reason":"branch protection not enabled on development/release branches","details":["Warn: branch protection not enabled for branch 'main'"],"documentation":{"short":"Determines if the default and release branches are protected with GitHub's branch protection settings.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#branch-protection"}},{"name":"Vulnerabilities","score":2,"reason":"8 existing vulnerabilities detected","details":["Warn: Project is vulnerable to: PYSEC-2018-34 / GHSA-2fc2-6r4j-p65h","Warn: Project is vulnerable to: PYSEC-2021-856 / GHSA-5545-2q6w-2gh6","Warn: Project is vulnerable to: PYSEC-2019-108 / GHSA-9fq2-x9r6-wfmf","Warn: Project is vulnerable to: PYSEC-2018-33 / GHSA-cw6w-4rcx-xphc","Warn: Project is vulnerable to: PYSEC-2021-857 / GHSA-f7c7-j99h-c22f","Warn: Project is vulnerable to: GHSA-fpfv-jqm9-f5jm","Warn: Project is vulnerable to: PYSEC-2017-1 / GHSA-frgw-fgh6-9g52","Warn: Project is vulnerable to: PYSEC-2017-74"],"documentation":{"short":"Determines if the project has open, known unfixed vulnerabilities.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#vulnerabilities"}}]},"last_synced_at":"2025-08-19T04:42:08.238Z","repository_id":42562364,"created_at":"2025-08-19T04:42:08.238Z","updated_at":"2025-08-19T04:42:08.238Z"},"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":279162375,"owners_count":26117178,"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":"2025-10-16T02:00:06.019Z","response_time":53,"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":"google-deepmind","name":"Google DeepMind","uuid":"8596759","kind":"organization","description":"","email":null,"website":"https://www.deepmind.com/","location":null,"twitter":null,"company":null,"icon_url":"https://avatars.githubusercontent.com/u/8596759?v=4","repositories_count":245,"last_synced_at":"2024-04-16T03:10:42.909Z","metadata":{"has_sponsors_listing":false},"html_url":"https://github.com/google-deepmind","funding_links":[],"total_stars":148753,"followers":10102,"following":0,"created_at":"2022-11-02T16:32:01.461Z","updated_at":"2024-04-16T03:11:30.206Z","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/google-deepmind","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/google-deepmind/repositories"},"packages":[],"commits":{"id":10365327,"full_name":"google-deepmind/neural_networks_chomsky_hierarchy","default_branch":"main","committers":[{"name":"Anian Ruoss","email":"anianr@google.com","login":"anianruoss","count":22},{"name":"Gregoire Deletang","email":"gdelt@google.com","login":"fazega","count":15},{"name":"Peter Hawkins","email":"phawkins@google.com","login":"hawkinsp","count":1},{"name":"DeepMind","email":"noreply@google.com","login":"a-googler","count":1},{"name":"DeepMind","email":"noreply@deepmind.com","login":null,"count":1}],"total_commits":40,"total_committers":5,"total_bot_commits":0,"total_bot_committers":0,"mean_commits":8.0,"dds":0.44999999999999996,"past_year_committers":[],"past_year_total_commits":0,"past_year_total_committers":0,"past_year_total_bot_commits":0,"past_year_total_bot_committers":0,"past_year_mean_commits":0.0,"past_year_dds":0.0,"last_synced_at":"2025-06-17T14:28:28.404Z","last_synced_commit":"2b8eb4bee872acf5b637fcc672f01c06939dc4ef","created_at":"2025-06-17T00:39:11.821Z","updated_at":"2025-06-17T14:29:10.310Z","commits_url":"https://commits.ecosyste.ms/api/v1/hosts/GitHub/repositories/google-deepmind%2Fneural_networks_chomsky_hierarchy/commits","host":{"name":"GitHub","url":"https://github.com","kind":"github","last_synced_at":"2025-10-16T00:09:37.962Z","repositories_count":6083693,"commits_count":925041024,"contributors_count":36101504,"owners_count":1107259,"icon_url":"https://github.com/github.png","host_url":"https://commits.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://commits.ecosyste.ms/api/v1/hosts/GitHub/repositories"}},"issues_stats":{"full_name":"google-deepmind/neural_networks_chomsky_hierarchy","html_url":"https://github.com/google-deepmind/neural_networks_chomsky_hierarchy","last_synced_at":"2025-06-17T00:40:18.964Z","status":null,"issues_count":8,"pull_requests_count":1,"avg_time_to_close_issue":1801646.375,"avg_time_to_close_pull_request":3029671.0,"issues_closed_count":8,"pull_requests_closed_count":1,"pull_request_authors_count":1,"issue_authors_count":8,"avg_comments_per_issue":4.75,"avg_comments_per_pull_request":1.0,"merged_pull_requests_count":0,"bot_issues_count":0,"bot_pull_requests_count":0,"past_year_issues_count":0,"past_year_pull_requests_count":0,"past_year_avg_time_to_close_issue":null,"past_year_avg_time_to_close_pull_request":null,"past_year_issues_closed_count":0,"past_year_pull_requests_closed_count":0,"past_year_pull_request_authors_count":0,"past_year_issue_authors_count":0,"past_year_avg_comments_per_issue":null,"past_year_avg_comments_per_pull_request":null,"past_year_bot_issues_count":0,"past_year_bot_pull_requests_count":0,"past_year_merged_pull_requests_count":0,"created_at":"2025-06-17T00:39:15.029Z","updated_at":"2025-09-01T09:53:30.045Z","repository_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/google-deepmind%2Fneural_networks_chomsky_hierarchy","issues_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/google-deepmind%2Fneural_networks_chomsky_hierarchy/issues","issue_labels_count":{},"pull_request_labels_count":{},"issue_author_associations_count":{"NONE":8},"pull_request_author_associations_count":{"NONE":1},"issue_authors":{"kirk86":1,"FlorianDietz":1,"shawntan":1,"chijames":1,"gbrlfaria":1,"tami1082":1,"jabowery":1,"Thomas-MMJ":1},"pull_request_authors":{"gbrlfaria":1},"host":{"name":"GitHub","url":"https://github.com","kind":"github","last_synced_at":"2025-10-16T00:00:07.423Z","repositories_count":10985003,"issues_count":33957582,"pull_requests_count":109753524,"authors_count":11037789,"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":{},"past_year_pull_request_author_associations_count":{},"past_year_issue_authors":{},"past_year_pull_request_authors":{},"maintainers":[],"active_maintainers":[]},"events":{"total":{"WatchEvent":20,"ForkEvent":8},"last_year":{"WatchEvent":20,"ForkEvent":8}},"keywords":[],"dependencies":[{"ecosystem":"pypi","filepath":"requirements.txt","sha":null,"kind":"manifest","created_at":"2022-08-17T15:10:30.262Z","updated_at":"2022-08-17T15:10:30.262Z","repository_link":"https://github.com/google-deepmind/neural_networks_chomsky_hierarchy/blob/main/requirements.txt","dependencies":[{"id":1858397346,"package_name":"jax","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":1858397352,"package_name":"dm-haiku","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":1858397355,"package_name":"numpy","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":1858397358,"package_name":"optax","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":1858397360,"package_name":"tqdm","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":1858397363,"package_name":"dm-tree","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":1858397366,"package_name":"absl-py","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false}]}],"score":6.932447891572509,"created_at":"2025-09-09T11:54:07.645Z","updated_at":"2025-10-16T06:26:14.864Z","avatar_url":"https://github.com/google-deepmind.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":["mujoco"],"project_url":"https://science.ecosyste.ms/api/v1/projects/278111","html_url":"https://science.ecosyste.ms/projects/278111"}