{"id":11658,"name":"grte","description":"Graph Receptive Transformer Encoder","url":"https://github.com/koc-lab/grte","last_synced_at":"2025-09-04T21:26:08.216Z","repository":{"id":213503303,"uuid":"726510632","full_name":"koc-lab/grte","owner":"koc-lab","description":"Graph Receptive Transformer Encoder","archived":false,"fork":false,"pushed_at":"2024-04-05T09:09:23.000Z","size":146,"stargazers_count":2,"open_issues_count":1,"forks_count":0,"subscribers_count":0,"default_branch":"main","last_synced_at":"2025-08-31T04:31:39.569Z","etag":null,"topics":["gnn","graph-neural-networks","transformer"],"latest_commit_sha":null,"homepage":"https://doi.org/10.1109/TSIPN.2024.3380362","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/koc-lab.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":"CITATION.cff","codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null}},"created_at":"2023-12-02T15:53:13.000Z","updated_at":"2025-06-09T17:07:26.000Z","dependencies_parsed_at":"2025-04-11T21:29:26.036Z","dependency_job_id":"85c347b5-fe60-4bf4-bfe1-a535733550bc","html_url":"https://github.com/koc-lab/grte","commit_stats":null,"previous_names":["koc-lab/grte"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/koc-lab/grte","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/koc-lab%2Fgrte","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/koc-lab%2Fgrte/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/koc-lab%2Fgrte/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/koc-lab%2Fgrte/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/koc-lab","download_url":"https://codeload.github.com/koc-lab/grte/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/koc-lab%2Fgrte/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":273675029,"owners_count":25147909,"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":"2025-09-04T02:00:08.968Z","response_time":61,"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":"koc-lab","name":"Aykut Koç Lab","uuid":"64139544","kind":"organization","description":"Research group at Bilkent University focusing on machine learning and signal processing that extend into NLP and graph signal processing (GSP).","email":"aykut.koc@bilkent.edu.tr","website":"http://aykutkoclab.ee.bilkent.edu.tr/","location":"Turkey","twitter":"KocLab_Bilkent","company":null,"icon_url":"https://avatars.githubusercontent.com/u/64139544?v=4","repositories_count":1,"last_synced_at":"2023-04-28T10:42:42.239Z","metadata":{"has_sponsors_listing":false},"html_url":"https://github.com/koc-lab","funding_links":[],"total_stars":null,"followers":null,"following":null,"created_at":"2023-04-28T10:42:42.245Z","updated_at":"2023-04-28T10:42:42.245Z","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/koc-lab","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/koc-lab/repositories"},"packages":[],"commits":{"message":"Repository syncing started."},"issues_stats":{"full_name":"koc-lab/grte","html_url":"https://github.com/koc-lab/grte","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":"2025-09-01T14:17:33.047Z","updated_at":"2025-09-01T14:17:33.047Z","repository_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/koc-lab%2Fgrte","issues_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/koc-lab%2Fgrte/issues","issue_labels_count":{},"pull_request_labels_count":{},"issue_author_associations_count":{"NONE":1},"pull_request_author_associations_count":{},"issue_authors":{"suyilei20000703":1},"pull_request_authors":{},"host":{"name":"GitHub","url":"https://github.com","kind":"github","last_synced_at":"2025-09-04T00:00:25.939Z","repositories_count":10080966,"issues_count":31268296,"pull_requests_count":96067200,"authors_count":10693694,"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":2},"last_year":{"WatchEvent":2}},"keywords":["gnn","graph-neural-networks","transformer"],"dependencies":[{"ecosystem":"pypi","filepath":"pyproject.toml","sha":null,"kind":"manifest","created_at":"2023-12-21T12:21:13.895Z","updated_at":"2023-12-21T12:21:13.895Z","repository_link":"https://github.com/koc-lab/grte/blob/main/pyproject.toml","dependencies":[{"id":15209391559,"package_name":"python","ecosystem":"pypi","requirements":"\u003e=3.8,\u003c3.9","direct":true,"kind":"runtime","optional":false},{"id":15209391560,"package_name":"transformers","ecosystem":"pypi","requirements":"4.18.0","direct":true,"kind":"runtime","optional":false},{"id":15209391561,"package_name":"jupyter","ecosystem":"pypi","requirements":"^1.0.0","direct":true,"kind":"runtime","optional":false},{"id":15209391562,"package_name":"numpy","ecosystem":"pypi","requirements":"^1.19.2","direct":true,"kind":"runtime","optional":false},{"id":15209391563,"package_name":"nltk","ecosystem":"pypi","requirements":"^3.4.5","direct":true,"kind":"runtime","optional":false},{"id":15209391564,"package_name":"scikit-learn","ecosystem":"pypi","requirements":"^1.2.0","direct":true,"kind":"runtime","optional":false},{"id":15209391565,"package_name":"optuna","ecosystem":"pypi","requirements":"^3.0.5","direct":true,"kind":"runtime","optional":false},{"id":15209391566,"package_name":"matplotlib","ecosystem":"pypi","requirements":"^3.6.3","direct":true,"kind":"runtime","optional":false},{"id":15209391567,"package_name":"pandas","ecosystem":"pypi","requirements":"^1.5.2","direct":true,"kind":"runtime","optional":false},{"id":15209391568,"package_name":"scipy","ecosystem":"pypi","requirements":"^1.10.0","direct":true,"kind":"runtime","optional":false},{"id":15209391569,"package_name":"seaborn","ecosystem":"pypi","requirements":"^0.12.2","direct":true,"kind":"runtime","optional":false},{"id":15209391570,"package_name":"latex","ecosystem":"pypi","requirements":"^0.7.0","direct":true,"kind":"runtime","optional":false},{"id":15209391586,"package_name":"torch","ecosystem":"pypi","requirements":"2.0.0","direct":true,"kind":"runtime","optional":false},{"id":15209391587,"package_name":"numba","ecosystem":"pypi","requirements":"^0.58.1","direct":true,"kind":"runtime","optional":false},{"id":15209391588,"package_name":"black","ecosystem":"pypi","requirements":"^22.3.0","direct":true,"kind":"develop","optional":false},{"id":15209391589,"package_name":"poethepoet","ecosystem":"pypi","requirements":"^0.13.1","direct":true,"kind":"develop","optional":false},{"id":15209391597,"package_name":"ruff","ecosystem":"pypi","requirements":"^0.1.4","direct":true,"kind":"develop","optional":false},{"id":15209391598,"package_name":"mypy","ecosystem":"pypi","requirements":"^1.6.1","direct":true,"kind":"develop","optional":false},{"id":15209391599,"package_name":"pre-commit","ecosystem":"pypi","requirements":"^3.5.0","direct":true,"kind":"develop","optional":false},{"id":15209391600,"package_name":"tox","ecosystem":"pypi","requirements":"^4.11.3","direct":true,"kind":"develop","optional":false},{"id":15209391601,"package_name":"commitizen","ecosystem":"pypi","requirements":"^3.12.0","direct":true,"kind":"develop","optional":false},{"id":15209391602,"package_name":"pytest","ecosystem":"pypi","requirements":"^7.4.3","direct":true,"kind":"develop","optional":false},{"id":15209391603,"package_name":"pytest-cov","ecosystem":"pypi","requirements":"^4.1.0","direct":true,"kind":"develop","optional":false},{"id":15209391604,"package_name":"ipykernel","ecosystem":"pypi","requirements":"^6.26.0","direct":true,"kind":"develop","optional":false}]},{"ecosystem":"pypi","filepath":"requirements.txt","sha":null,"kind":"manifest","created_at":"2023-12-21T12:21:16.621Z","updated_at":"2023-12-21T12:21:16.621Z","repository_link":"https://github.com/koc-lab/grte/blob/main/requirements.txt","dependencies":[{"id":15209391605,"package_name":"alembic","ecosystem":"pypi","requirements":"==1.13.0","direct":true,"kind":"runtime","optional":false},{"id":15209391606,"package_name":"anyio","ecosystem":"pypi","requirements":"==4.1.0","direct":true,"kind":"runtime","optional":false},{"id":15209391607,"package_name":"appnope","ecosystem":"pypi","requirements":"==0.1.3","direct":true,"kind":"runtime","optional":false},{"id":15209391608,"package_name":"argcomplete","ecosystem":"pypi","requirements":"==3.1.6","direct":true,"kind":"runtime","optional":false},{"id":15209391609,"package_name":"argon2-cffi-bindings","ecosystem":"pypi","requirements":"==21.2.0","direct":true,"kind":"runtime","optional":false},{"id":15209391610,"package_name":"argon2-cffi","ecosystem":"pypi","requirements":"==23.1.0","direct":true,"kind":"runtime","optional":false},{"id":15209391611,"package_name":"arrow","ecosystem":"pypi","requirements":"==1.3.0","direct":true,"kind":"runtime","optional":false},{"id":15209391612,"package_name":"asttokens","ecosystem":"pypi","requirements":"==2.4.1","direct":true,"kind":"runtime","optional":false},{"id":15209391613,"package_name":"async-lru","ecosystem":"pypi","requirements":"==2.0.4","direct":true,"kind":"runtime","optional":false},{"id":15209391750,"package_name":"attrs","ecosystem":"pypi","requirements":"==23.1.0","direct":true,"kind":"runtime","optional":false},{"id":15209391751,"package_name":"babel","ecosystem":"pypi","requirements":"==2.13.1","direct":true,"kind":"runtime","optional":false},{"id":15209391752,"package_name":"backcall","ecosystem":"pypi","requirements":"==0.2.0","direct":true,"kind":"runtime","optional":false},{"id":15209391753,"package_name":"beautifulsoup4","ecosystem":"pypi","requirements":"==4.12.2","direct":true,"kind":"runtime","optional":false},{"id":15209391754,"package_name":"black","ecosystem":"pypi","requirements":"==22.12.0","direct":true,"kind":"runtime","optional":false},{"id":15209391755,"package_name":"bleach","ecosystem":"pypi","requirements":"==6.1.0","direct":true,"kind":"runtime","optional":false},{"id":15209391756,"package_name":"cachetools","ecosystem":"pypi","requirements":"==5.3.2","direct":true,"kind":"runtime","optional":false},{"id":15209391757,"package_name":"certifi","ecosystem":"pypi","requirements":"==2023.11.17","direct":true,"kind":"runtime","optional":false},{"id":15209391758,"package_name":"cffi","ecosystem":"pypi","requirements":"==1.16.0","direct":true,"kind":"runtime","optional":false},{"id":15209391759,"package_name":"cfgv","ecosystem":"pypi","requirements":"==3.4.0","direct":true,"kind":"runtime","optional":false},{"id":15209391760,"package_name":"chardet","ecosystem":"pypi","requirements":"==5.2.0","direct":true,"kind":"runtime","optional":false},{"id":15209391761,"package_name":"charset-normalizer","ecosystem":"pypi","requirements":"==3.3.2","direct":true,"kind":"runtime","optional":false},{"id":15209391762,"package_name":"click","ecosystem":"pypi","requirements":"==8.1.7","direct":true,"kind":"runtime","optional":false},{"id":15209391763,"package_name":"cmake","ecosystem":"pypi","requirements":"==3.27.9","direct":true,"kind":"runtime","optional":false},{"id":15209391764,"package_name":"colorama","ecosystem":"pypi","requirements":"==0.4.6","direct":true,"kind":"runtime","optional":false},{"id":15209391765,"package_name":"colorlog","ecosystem":"pypi","requirements":"==6.8.0","direct":true,"kind":"runtime","optional":false},{"id":15209391766,"package_name":"comm","ecosystem":"pypi","requirements":"==0.2.0","direct":true,"kind":"runtime","optional":false},{"id":15209391767,"package_name":"commitizen","ecosystem":"pypi","requirements":"==3.13.0","direct":true,"kind":"runtime","optional":false},{"id":15209391768,"package_name":"contourpy","ecosystem":"pypi","requirements":"==1.1.1","direct":true,"kind":"runtime","optional":false},{"id":15209391769,"package_name":"coverage","ecosystem":"pypi","requirements":"==7.3.2","direct":true,"kind":"runtime","optional":false},{"id":15209391770,"package_name":"cycler","ecosystem":"pypi","requirements":"==0.12.1","direct":true,"kind":"runtime","optional":false},{"id":15209391771,"package_name":"data","ecosystem":"pypi","requirements":"==0.4","direct":true,"kind":"runtime","optional":false},{"id":15209391799,"package_name":"debugpy","ecosystem":"pypi","requirements":"==1.8.0","direct":true,"kind":"runtime","optional":false},{"id":15209391800,"package_name":"decli","ecosystem":"pypi","requirements":"==0.6.1","direct":true,"kind":"runtime","optional":false},{"id":15209391801,"package_name":"decorator","ecosystem":"pypi","requirements":"==5.1.1","direct":true,"kind":"runtime","optional":false},{"id":15209391802,"package_name":"defusedxml","ecosystem":"pypi","requirements":"==0.7.1","direct":true,"kind":"runtime","optional":false},{"id":15209391803,"package_name":"distlib","ecosystem":"pypi","requirements":"==0.3.7","direct":true,"kind":"runtime","optional":false},{"id":15209391804,"package_name":"exceptiongroup","ecosystem":"pypi","requirements":"==1.2.0","direct":true,"kind":"runtime","optional":false},{"id":15209391805,"package_name":"executing","ecosystem":"pypi","requirements":"==2.0.1","direct":true,"kind":"runtime","optional":false},{"id":15209391806,"package_name":"fastjsonschema","ecosystem":"pypi","requirements":"==2.19.0","direct":true,"kind":"runtime","optional":false},{"id":15209391807,"package_name":"filelock","ecosystem":"pypi","requirements":"==3.13.1","direct":true,"kind":"runtime","optional":false},{"id":15209391808,"package_name":"fonttools","ecosystem":"pypi","requirements":"==4.46.0","direct":true,"kind":"runtime","optional":false},{"id":15209391809,"package_name":"fqdn","ecosystem":"pypi","requirements":"==1.5.1","direct":true,"kind":"runtime","optional":false},{"id":15209391810,"package_name":"fsspec","ecosystem":"pypi","requirements":"==2023.12.0","direct":true,"kind":"runtime","optional":false},{"id":15209391811,"package_name":"funcsigs","ecosystem":"pypi","requirements":"==1.0.2","direct":true,"kind":"runtime","optional":false},{"id":15209391919,"package_name":"future","ecosystem":"pypi","requirements":"==0.18.3","direct":true,"kind":"runtime","optional":false},{"id":15209391920,"package_name":"greenlet","ecosystem":"pypi","requirements":"==3.0.1","direct":true,"kind":"runtime","optional":false},{"id":15209391921,"package_name":"huggingface-hub","ecosystem":"pypi","requirements":"==0.19.4","direct":true,"kind":"runtime","optional":false},{"id":15209391922,"package_name":"identify","ecosystem":"pypi","requirements":"==2.5.32","direct":true,"kind":"runtime","optional":false},{"id":15209391923,"package_name":"idna","ecosystem":"pypi","requirements":"==3.6","direct":true,"kind":"runtime","optional":false},{"id":15209391924,"package_name":"importlib-metadata","ecosystem":"pypi","requirements":"==6.9.0","direct":true,"kind":"runtime","optional":false},{"id":15209391925,"package_name":"importlib-resources","ecosystem":"pypi","requirements":"==6.1.1","direct":true,"kind":"runtime","optional":false},{"id":15209391926,"package_name":"iniconfig","ecosystem":"pypi","requirements":"==2.0.0","direct":true,"kind":"runtime","optional":false},{"id":15209391927,"package_name":"ipykernel","ecosystem":"pypi","requirements":"==6.27.1","direct":true,"kind":"runtime","optional":false},{"id":15209391928,"package_name":"ipython","ecosystem":"pypi","requirements":"==8.12.3","direct":true,"kind":"runtime","optional":false},{"id":15209391929,"package_name":"ipywidgets","ecosystem":"pypi","requirements":"==8.1.1","direct":true,"kind":"runtime","optional":false},{"id":15209391930,"package_name":"isoduration","ecosystem":"pypi","requirements":"==20.11.0","direct":true,"kind":"runtime","optional":false},{"id":15209391931,"package_name":"jedi","ecosystem":"pypi","requirements":"==0.19.1","direct":true,"kind":"runtime","optional":false},{"id":15209391932,"package_name":"jinja2","ecosystem":"pypi","requirements":"==3.1.2","direct":true,"kind":"runtime","optional":false},{"id":15209391933,"package_name":"joblib","ecosystem":"pypi","requirements":"==1.3.2","direct":true,"kind":"runtime","optional":false},{"id":15209391934,"package_name":"json5","ecosystem":"pypi","requirements":"==0.9.14","direct":true,"kind":"runtime","optional":false},{"id":15209391935,"package_name":"jsonpointer","ecosystem":"pypi","requirements":"==2.4","direct":true,"kind":"runtime","optional":false},{"id":15209391936,"package_name":"jsonschema-specifications","ecosystem":"pypi","requirements":"==2023.11.2","direct":true,"kind":"runtime","optional":false},{"id":15209391937,"package_name":"jsonschema","ecosystem":"pypi","requirements":"==4.20.0","direct":true,"kind":"runtime","optional":false},{"id":15209391938,"package_name":"jupyter-client","ecosystem":"pypi","requirements":"==8.6.0","direct":true,"kind":"runtime","optional":false},{"id":15209391939,"package_name":"jupyter-console","ecosystem":"pypi","requirements":"==6.6.3","direct":true,"kind":"runtime","optional":false},{"id":15209391940,"package_name":"jupyter-core","ecosystem":"pypi","requirements":"==5.5.0","direct":true,"kind":"runtime","optional":false},{"id":15209391941,"package_name":"jupyter-events","ecosystem":"pypi","requirements":"==0.9.0","direct":true,"kind":"runtime","optional":false},{"id":15209391942,"package_name":"jupyter-lsp","ecosystem":"pypi","requirements":"==2.2.1","direct":true,"kind":"runtime","optional":false},{"id":15209391999,"package_name":"jupyter-server-terminals","ecosystem":"pypi","requirements":"==0.4.4","direct":true,"kind":"runtime","optional":false},{"id":15209392000,"package_name":"jupyter-server","ecosystem":"pypi","requirements":"==2.11.1","direct":true,"kind":"runtime","optional":false},{"id":15209392001,"package_name":"jupyter","ecosystem":"pypi","requirements":"==1.0.0","direct":true,"kind":"runtime","optional":false},{"id":15209392002,"package_name":"jupyterlab-pygments","ecosystem":"pypi","requirements":"==0.3.0","direct":true,"kind":"runtime","optional":false},{"id":15209392003,"package_name":"jupyterlab-server","ecosystem":"pypi","requirements":"==2.25.2","direct":true,"kind":"runtime","optional":false},{"id":15209392004,"package_name":"jupyterlab-widgets","ecosystem":"pypi","requirements":"==3.0.9","direct":true,"kind":"runtime","optional":false},{"id":15209392005,"package_name":"jupyterlab","ecosystem":"pypi","requirements":"==4.0.9","direct":true,"kind":"runtime","optional":false},{"id":15209392006,"package_name":"kiwisolver","ecosystem":"pypi","requirements":"==1.4.5","direct":true,"kind":"runtime","optional":false},{"id":15209392007,"package_name":"latex","ecosystem":"pypi","requirements":"==0.7.0","direct":true,"kind":"runtime","optional":false},{"id":15209392008,"package_name":"lit","ecosystem":"pypi","requirements":"==17.0.6","direct":true,"kind":"runtime","optional":false},{"id":15209392009,"package_name":"llvmlite","ecosystem":"pypi","requirements":"==0.41.1","direct":true,"kind":"runtime","optional":false},{"id":15209392010,"package_name":"mako","ecosystem":"pypi","requirements":"==1.3.0","direct":true,"kind":"runtime","optional":false},{"id":15209392011,"package_name":"markupsafe","ecosystem":"pypi","requirements":"==2.1.3","direct":true,"kind":"runtime","optional":false},{"id":15209392012,"package_name":"matplotlib-inline","ecosystem":"pypi","requirements":"==0.1.6","direct":true,"kind":"runtime","optional":false},{"id":15209392013,"package_name":"matplotlib","ecosystem":"pypi","requirements":"==3.7.4","direct":true,"kind":"runtime","optional":false},{"id":15209392014,"package_name":"mistune","ecosystem":"pypi","requirements":"==3.0.2","direct":true,"kind":"runtime","optional":false},{"id":15209392015,"package_name":"mpmath","ecosystem":"pypi","requirements":"==1.3.0","direct":true,"kind":"runtime","optional":false},{"id":15209392016,"package_name":"mypy-extensions","ecosystem":"pypi","requirements":"==1.0.0","direct":true,"kind":"runtime","optional":false},{"id":15209392017,"package_name":"mypy","ecosystem":"pypi","requirements":"==1.7.1","direct":true,"kind":"runtime","optional":false},{"id":15209392018,"package_name":"nbclient","ecosystem":"pypi","requirements":"==0.9.0","direct":true,"kind":"runtime","optional":false},{"id":15209392019,"package_name":"nbconvert","ecosystem":"pypi","requirements":"==7.11.0","direct":true,"kind":"runtime","optional":false},{"id":15209392020,"package_name":"nbformat","ecosystem":"pypi","requirements":"==5.9.2","direct":true,"kind":"runtime","optional":false},{"id":15209392021,"package_name":"nest-asyncio","ecosystem":"pypi","requirements":"==1.5.8","direct":true,"kind":"runtime","optional":false},{"id":15209392022,"package_name":"networkx","ecosystem":"pypi","requirements":"==3.1","direct":true,"kind":"runtime","optional":false},{"id":15209392023,"package_name":"nltk","ecosystem":"pypi","requirements":"==3.8.1","direct":true,"kind":"runtime","optional":false},{"id":15209392024,"package_name":"nodeenv","ecosystem":"pypi","requirements":"==1.8.0","direct":true,"kind":"runtime","optional":false},{"id":15209392025,"package_name":"notebook-shim","ecosystem":"pypi","requirements":"==0.2.3","direct":true,"kind":"runtime","optional":false},{"id":15209392026,"package_name":"notebook","ecosystem":"pypi","requirements":"==7.0.6","direct":true,"kind":"runtime","optional":false},{"id":15209392027,"package_name":"numba","ecosystem":"pypi","requirements":"==0.58.1","direct":true,"kind":"runtime","optional":false},{"id":15209392028,"package_name":"numpy","ecosystem":"pypi","requirements":"==1.24.4","direct":true,"kind":"runtime","optional":false},{"id":15209392029,"package_name":"nvidia-cublas-cu11","ecosystem":"pypi","requirements":"==11.10.3.66","direct":true,"kind":"runtime","optional":false},{"id":15209392030,"package_name":"nvidia-cuda-cupti-cu11","ecosystem":"pypi","requirements":"==11.7.101","direct":true,"kind":"runtime","optional":false},{"id":15209392031,"package_name":"nvidia-cuda-nvrtc-cu11","ecosystem":"pypi","requirements":"==11.7.99","direct":true,"kind":"runtime","optional":false},{"id":15209392032,"package_name":"nvidia-cuda-runtime-cu11","ecosystem":"pypi","requirements":"==11.7.99","direct":true,"kind":"runtime","optional":false},{"id":15209392033,"package_name":"nvidia-cudnn-cu11","ecosystem":"pypi","requirements":"==8.5.0.96","direct":true,"kind":"runtime","optional":false},{"id":15209392034,"package_name":"nvidia-cufft-cu11","ecosystem":"pypi","requirements":"==10.9.0.58","direct":true,"kind":"runtime","optional":false},{"id":15209392035,"package_name":"nvidia-curand-cu11","ecosystem":"pypi","requirements":"==10.2.10.91","direct":true,"kind":"runtime","optional":false},{"id":15209392036,"package_name":"nvidia-cusolver-cu11","ecosystem":"pypi","requirements":"==11.4.0.1","direct":true,"kind":"runtime","optional":false},{"id":15209392037,"package_name":"nvidia-cusparse-cu11","ecosystem":"pypi","requirements":"==11.7.4.91","direct":true,"kind":"runtime","optional":false},{"id":15209392038,"package_name":"nvidia-nccl-cu11","ecosystem":"pypi","requirements":"==2.14.3","direct":true,"kind":"runtime","optional":false},{"id":15209392039,"package_name":"nvidia-nvtx-cu11","ecosystem":"pypi","requirements":"==11.7.91","direct":true,"kind":"runtime","optional":false},{"id":15209392040,"package_name":"optuna","ecosystem":"pypi","requirements":"==3.4.0","direct":true,"kind":"runtime","optional":false},{"id":15209392041,"package_name":"overrides","ecosystem":"pypi","requirements":"==7.4.0","direct":true,"kind":"runtime","optional":false},{"id":15209392042,"package_name":"packaging","ecosystem":"pypi","requirements":"==23.2","direct":true,"kind":"runtime","optional":false},{"id":15209392043,"package_name":"pandas","ecosystem":"pypi","requirements":"==1.5.3","direct":true,"kind":"runtime","optional":false},{"id":15209392044,"package_name":"pandocfilters","ecosystem":"pypi","requirements":"==1.5.0","direct":true,"kind":"runtime","optional":false},{"id":15209392045,"package_name":"parso","ecosystem":"pypi","requirements":"==0.8.3","direct":true,"kind":"runtime","optional":false},{"id":15209392046,"package_name":"pastel","ecosystem":"pypi","requirements":"==0.2.1","direct":true,"kind":"runtime","optional":false},{"id":15209392111,"package_name":"pathspec","ecosystem":"pypi","requirements":"==0.11.2","direct":true,"kind":"runtime","optional":false},{"id":15209392112,"package_name":"pexpect","ecosystem":"pypi","requirements":"==4.9.0","direct":true,"kind":"runtime","optional":false},{"id":15209392113,"package_name":"pickleshare","ecosystem":"pypi","requirements":"==0.7.5","direct":true,"kind":"runtime","optional":false},{"id":15209392114,"package_name":"pillow","ecosystem":"pypi","requirements":"==10.1.0","direct":true,"kind":"runtime","optional":false},{"id":15209392115,"package_name":"pkgutil-resolve-name","ecosystem":"pypi","requirements":"==1.3.10","direct":true,"kind":"runtime","optional":false},{"id":15209392116,"package_name":"platformdirs","ecosystem":"pypi","requirements":"==4.0.0","direct":true,"kind":"runtime","optional":false},{"id":15209392117,"package_name":"pluggy","ecosystem":"pypi","requirements":"==1.3.0","direct":true,"kind":"runtime","optional":false},{"id":15209392118,"package_name":"poethepoet","ecosystem":"pypi","requirements":"==0.13.1","direct":true,"kind":"runtime","optional":false},{"id":15209392119,"package_name":"pre-commit","ecosystem":"pypi","requirements":"==3.5.0","direct":true,"kind":"runtime","optional":false},{"id":15209392120,"package_name":"prometheus-client","ecosystem":"pypi","requirements":"==0.19.0","direct":true,"kind":"runtime","optional":false},{"id":15209392121,"package_name":"prompt-toolkit","ecosystem":"pypi","requirements":"==3.0.36","direct":true,"kind":"runtime","optional":false},{"id":15209392122,"package_name":"psutil","ecosystem":"pypi","requirements":"==5.9.6","direct":true,"kind":"runtime","optional":false},{"id":15209392123,"package_name":"ptyprocess","ecosystem":"pypi","requirements":"==0.7.0","direct":true,"kind":"runtime","optional":false},{"id":15209392124,"package_name":"pure-eval","ecosystem":"pypi","requirements":"==0.2.2","direct":true,"kind":"runtime","optional":false},{"id":15209392125,"package_name":"pycparser","ecosystem":"pypi","requirements":"==2.21","direct":true,"kind":"runtime","optional":false},{"id":15209392126,"package_name":"pygments","ecosystem":"pypi","requirements":"==2.17.2","direct":true,"kind":"runtime","optional":false},{"id":15209392127,"package_name":"pyparsing","ecosystem":"pypi","requirements":"==3.1.1","direct":true,"kind":"runtime","optional":false},{"id":15209392128,"package_name":"pyproject-api","ecosystem":"pypi","requirements":"==1.6.1","direct":true,"kind":"runtime","optional":false},{"id":15209393026,"package_name":"pytest-cov","ecosystem":"pypi","requirements":"==4.1.0","direct":true,"kind":"runtime","optional":false},{"id":15209393027,"package_name":"pytest","ecosystem":"pypi","requirements":"==7.4.3","direct":true,"kind":"runtime","optional":false},{"id":15209393028,"package_name":"python-dateutil","ecosystem":"pypi","requirements":"==2.8.2","direct":true,"kind":"runtime","optional":false},{"id":15209393029,"package_name":"python-json-logger","ecosystem":"pypi","requirements":"==2.0.7","direct":true,"kind":"runtime","optional":false},{"id":15209393030,"package_name":"pytz","ecosystem":"pypi","requirements":"==2023.3.post1","direct":true,"kind":"runtime","optional":false},{"id":15209393031,"package_name":"pywin32","ecosystem":"pypi","requirements":"==306","direct":true,"kind":"runtime","optional":false},{"id":15209393032,"package_name":"pywinpty","ecosystem":"pypi","requirements":"==2.0.12","direct":true,"kind":"runtime","optional":false},{"id":15209393033,"package_name":"pyyaml","ecosystem":"pypi","requirements":"==6.0.1","direct":true,"kind":"runtime","optional":false},{"id":15209393034,"package_name":"pyzmq","ecosystem":"pypi","requirements":"==25.1.1","direct":true,"kind":"runtime","optional":false},{"id":15209393035,"package_name":"qtconsole","ecosystem":"pypi","requirements":"==5.5.1","direct":true,"kind":"runtime","optional":false},{"id":15209393036,"package_name":"qtpy","ecosystem":"pypi","requirements":"==2.4.1","direct":true,"kind":"runtime","optional":false},{"id":15209393037,"package_name":"questionary","ecosystem":"pypi","requirements":"==2.0.1","direct":true,"kind":"runtime","optional":false},{"id":15209393038,"package_name":"referencing","ecosystem":"pypi","requirements":"==0.31.1","direct":true,"kind":"runtime","optional":false},{"id":15209393039,"package_name":"regex","ecosystem":"pypi","requirements":"==2023.10.3","direct":true,"kind":"runtime","optional":false},{"id":15209393040,"package_name":"requests","ecosystem":"pypi","requirements":"==2.31.0","direct":true,"kind":"runtime","optional":false},{"id":15209393041,"package_name":"rfc3339-validator","ecosystem":"pypi","requirements":"==0.1.4","direct":true,"kind":"runtime","optional":false},{"id":15209393042,"package_name":"rfc3986-validator","ecosystem":"pypi","requirements":"==0.1.1","direct":true,"kind":"runtime","optional":false},{"id":15209393043,"package_name":"rpds-py","ecosystem":"pypi","requirements":"==0.13.2","direct":true,"kind":"runtime","optional":false},{"id":15209393044,"package_name":"ruff","ecosystem":"pypi","requirements":"==0.1.6","direct":true,"kind":"runtime","optional":false},{"id":15209393045,"package_name":"sacremoses","ecosystem":"pypi","requirements":"==0.1.1","direct":true,"kind":"runtime","optional":false},{"id":15209393046,"package_name":"scikit-learn","ecosystem":"pypi","requirements":"==1.3.2","direct":true,"kind":"runtime","optional":false},{"id":15209393047,"package_name":"scipy","ecosystem":"pypi","requirements":"==1.10.1","direct":true,"kind":"runtime","optional":false},{"id":15209393048,"package_name":"seaborn","ecosystem":"pypi","requirements":"==0.12.2","direct":true,"kind":"runtime","optional":false},{"id":15209393049,"package_name":"send2trash","ecosystem":"pypi","requirements":"==1.8.2","direct":true,"kind":"runtime","optional":false},{"id":15209393050,"package_name":"setuptools","ecosystem":"pypi","requirements":"==69.0.2","direct":true,"kind":"runtime","optional":false},{"id":15209393051,"package_name":"shutilwhich","ecosystem":"pypi","requirements":"==1.1.0","direct":true,"kind":"runtime","optional":false},{"id":15209393053,"package_name":"six","ecosystem":"pypi","requirements":"==1.16.0","direct":true,"kind":"runtime","optional":false},{"id":15209393054,"package_name":"sniffio","ecosystem":"pypi","requirements":"==1.3.0","direct":true,"kind":"runtime","optional":false},{"id":15209393055,"package_name":"soupsieve","ecosystem":"pypi","requirements":"==2.5","direct":true,"kind":"runtime","optional":false},{"id":15209393056,"package_name":"sqlalchemy","ecosystem":"pypi","requirements":"==2.0.23","direct":true,"kind":"runtime","optional":false},{"id":15209393057,"package_name":"stack-data","ecosystem":"pypi","requirements":"==0.6.3","direct":true,"kind":"runtime","optional":false},{"id":15209393058,"package_name":"sympy","ecosystem":"pypi","requirements":"==1.12","direct":true,"kind":"runtime","optional":false},{"id":15209393059,"package_name":"tempdir","ecosystem":"pypi","requirements":"==0.7.1","direct":true,"kind":"runtime","optional":false},{"id":15209393147,"package_name":"termcolor","ecosystem":"pypi","requirements":"==2.4.0","direct":true,"kind":"runtime","optional":false},{"id":15209393148,"package_name":"terminado","ecosystem":"pypi","requirements":"==0.18.0","direct":true,"kind":"runtime","optional":false},{"id":15209393149,"package_name":"threadpoolctl","ecosystem":"pypi","requirements":"==3.2.0","direct":true,"kind":"runtime","optional":false},{"id":15209393150,"package_name":"tinycss2","ecosystem":"pypi","requirements":"==1.2.1","direct":true,"kind":"runtime","optional":false},{"id":15209393151,"package_name":"tokenizers","ecosystem":"pypi","requirements":"==0.12.1","direct":true,"kind":"runtime","optional":false},{"id":15209393152,"package_name":"tomli","ecosystem":"pypi","requirements":"==2.0.1","direct":true,"kind":"runtime","optional":false},{"id":15209393153,"package_name":"tomlkit","ecosystem":"pypi","requirements":"==0.12.3","direct":true,"kind":"runtime","optional":false},{"id":15209393154,"package_name":"torch","ecosystem":"pypi","requirements":"==2.0.0","direct":true,"kind":"runtime","optional":false},{"id":15209393155,"package_name":"tornado","ecosystem":"pypi","requirements":"==6.4","direct":true,"kind":"runtime","optional":false},{"id":15209393156,"package_name":"tox","ecosystem":"pypi","requirements":"==4.11.4","direct":true,"kind":"runtime","optional":false},{"id":15209393157,"package_name":"tqdm","ecosystem":"pypi","requirements":"==4.66.1","direct":true,"kind":"runtime","optional":false},{"id":15209393158,"package_name":"traitlets","ecosystem":"pypi","requirements":"==5.14.0","direct":true,"kind":"runtime","optional":false},{"id":15209393159,"package_name":"transformers","ecosystem":"pypi","requirements":"==4.18.0","direct":true,"kind":"runtime","optional":false},{"id":15209393160,"package_name":"triton","ecosystem":"pypi","requirements":"==2.0.0","direct":true,"kind":"runtime","optional":false},{"id":15209393161,"package_name":"types-python-dateutil","ecosystem":"pypi","requirements":"==2.8.19.14","direct":true,"kind":"runtime","optional":false},{"id":15209393162,"package_name":"typing-extensions","ecosystem":"pypi","requirements":"==4.8.0","direct":true,"kind":"runtime","optional":false},{"id":15209393163,"package_name":"uri-template","ecosystem":"pypi","requirements":"==1.3.0","direct":true,"kind":"runtime","optional":false},{"id":15209393164,"package_name":"urllib3","ecosystem":"pypi","requirements":"==2.1.0","direct":true,"kind":"runtime","optional":false},{"id":15209393165,"package_name":"virtualenv","ecosystem":"pypi","requirements":"==20.25.0","direct":true,"kind":"runtime","optional":false},{"id":15209393166,"package_name":"wcwidth","ecosystem":"pypi","requirements":"==0.2.12","direct":true,"kind":"runtime","optional":false},{"id":15209393167,"package_name":"webcolors","ecosystem":"pypi","requirements":"==1.13","direct":true,"kind":"runtime","optional":false},{"id":15209393168,"package_name":"webencodings","ecosystem":"pypi","requirements":"==0.5.1","direct":true,"kind":"runtime","optional":false},{"id":15209393169,"package_name":"websocket-client","ecosystem":"pypi","requirements":"==1.6.4","direct":true,"kind":"runtime","optional":false},{"id":15209393170,"package_name":"wheel","ecosystem":"pypi","requirements":"==0.42.0","direct":true,"kind":"runtime","optional":false},{"id":15209393171,"package_name":"widgetsnbextension","ecosystem":"pypi","requirements":"==4.0.9","direct":true,"kind":"runtime","optional":false},{"id":15209393172,"package_name":"zipp","ecosystem":"pypi","requirements":"==3.17.0","direct":true,"kind":"runtime","optional":false}]}],"score":null,"created_at":"2025-09-04T15:50:38.732Z","updated_at":"2025-10-07T08:07:14.738Z","avatar_url":"https://github.com/koc-lab.png","language":"Python","category":null,"sub_category":null,"monthly_downloads":0,"funding_links":[],"readme_doi_urls":["https://doi.org/10.1109/TSIPN.2024.3380362"],"works":{},"citation_counts":{},"total_citations":0,"keywords_from_contributors":[],"project_url":"https://science.ecosyste.ms/api/v1/projects/11658","html_url":"https://science.ecosyste.ms/projects/11658","bibtex_url":"https://science.ecosyste.ms/projects/11658/export.bibtex","apalike_url":"https://science.ecosyste.ms/projects/11658/export.apalike"}