{"id":"https://openalex.org/W3152892876","doi":"https://doi.org/10.1109/pcs50896.2021.9477492","title":"Multitask Learning for VVC Quality Enhancement and Super-Resolution","display_name":"Multitask Learning for VVC Quality Enhancement and Super-Resolution","publication_year":2021,"publication_date":"2021-06-01","ids":{"openalex":"https://openalex.org/W3152892876","doi":"https://doi.org/10.1109/pcs50896.2021.9477492","mag":"3152892876"},"language":"en","primary_location":{"id":"doi:10.1109/pcs50896.2021.9477492","is_oa":false,"landing_page_url":"https://doi.org/10.1109/pcs50896.2021.9477492","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 Picture Coding Symposium (PCS)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["arxiv","crossref","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2104.08319","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5090695104","display_name":"Charles Bonnineau","orcid":"https://orcid.org/0000-0003-1618-2956"},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I28221208","display_name":"Institut National des Sciences Appliqu\u00e9es de Rennes","ror":"https://ror.org/04xaa4j22","country_code":"FR","type":"education","lineage":["https://openalex.org/I28221208"]},{"id":"https://openalex.org/I4210100151","display_name":"Institut d'\u00c9lectronique et des Technologies du num\u00e9Rique","ror":"https://ror.org/013q33h79","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I28221208","https://openalex.org/I4210095849","https://openalex.org/I4210100151","https://openalex.org/I56067802","https://openalex.org/I97188460"]},{"id":"https://openalex.org/I56067802","display_name":"Universit\u00e9 de Rennes","ror":"https://ror.org/015m7wh34","country_code":"FR","type":"education","lineage":["https://openalex.org/I56067802"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Charles Bonnineau","raw_affiliation_strings":["CNRS, IETR - UMR, Univ Rennes, INSA Rennes, Rennes, France","Univ Rennes,INSA Rennes, CNRS, IETR - UMR,Rennes,France,6164"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CNRS, IETR - UMR, Univ Rennes, INSA Rennes, Rennes, France","institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I28221208","https://openalex.org/I4210100151","https://openalex.org/I56067802"]},{"raw_affiliation_string":"Univ Rennes,INSA Rennes, CNRS, IETR - UMR,Rennes,France,6164","institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I28221208","https://openalex.org/I4210100151","https://openalex.org/I56067802"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084205574","display_name":"Wassim Hamidouche","orcid":"https://orcid.org/0000-0002-0143-1756"},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I28221208","display_name":"Institut National des Sciences Appliqu\u00e9es de Rennes","ror":"https://ror.org/04xaa4j22","country_code":"FR","type":"education","lineage":["https://openalex.org/I28221208"]},{"id":"https://openalex.org/I4210100151","display_name":"Institut d'\u00c9lectronique et des Technologies du num\u00e9Rique","ror":"https://ror.org/013q33h79","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I28221208","https://openalex.org/I4210095849","https://openalex.org/I4210100151","https://openalex.org/I56067802","https://openalex.org/I97188460"]},{"id":"https://openalex.org/I56067802","display_name":"Universit\u00e9 de Rennes","ror":"https://ror.org/015m7wh34","country_code":"FR","type":"education","lineage":["https://openalex.org/I56067802"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Wassim Hamidouche","raw_affiliation_strings":["CNRS, IETR - UMR, Univ Rennes, INSA Rennes, Rennes, France","Univ Rennes,INSA Rennes, CNRS, IETR - UMR,Rennes,France,6164"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CNRS, IETR - UMR, Univ Rennes, INSA Rennes, Rennes, France","institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I28221208","https://openalex.org/I4210100151","https://openalex.org/I56067802"]},{"raw_affiliation_string":"Univ Rennes,INSA Rennes, CNRS, IETR - UMR,Rennes,France,6164","institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I28221208","https://openalex.org/I4210100151","https://openalex.org/I56067802"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065545958","display_name":"Jean-Fran\u00e7ois Travers","orcid":null},"institutions":[{"id":"https://openalex.org/I2885711838","display_name":"TDF (France)","ror":"https://ror.org/01866as23","country_code":"FR","type":"company","lineage":["https://openalex.org/I2885711838"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Jean-Francois Travers","raw_affiliation_strings":["TDF, Cesson-Sevigne, France","TDF,Cesson-Sevigne,France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"TDF, Cesson-Sevigne, France","institution_ids":["https://openalex.org/I2885711838"]},{"raw_affiliation_string":"TDF,Cesson-Sevigne,France","institution_ids":["https://openalex.org/I2885711838"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051752390","display_name":"Naty Sidaty","orcid":"https://orcid.org/0000-0002-1953-3574"},"institutions":[{"id":"https://openalex.org/I2885711838","display_name":"TDF (France)","ror":"https://ror.org/01866as23","country_code":"FR","type":"company","lineage":["https://openalex.org/I2885711838"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Naty Sidaty","raw_affiliation_strings":["TDF, Cesson-Sevigne, France","TDF,Cesson-Sevigne,France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"TDF, Cesson-Sevigne, France","institution_ids":["https://openalex.org/I2885711838"]},{"raw_affiliation_string":"TDF,Cesson-Sevigne,France","institution_ids":["https://openalex.org/I2885711838"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5031377954","display_name":"Olivier D\u00e9forges","orcid":"https://orcid.org/0000-0003-0750-0959"},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I28221208","display_name":"Institut National des Sciences Appliqu\u00e9es de Rennes","ror":"https://ror.org/04xaa4j22","country_code":"FR","type":"education","lineage":["https://openalex.org/I28221208"]},{"id":"https://openalex.org/I4210100151","display_name":"Institut d'\u00c9lectronique et des Technologies du num\u00e9Rique","ror":"https://ror.org/013q33h79","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I28221208","https://openalex.org/I4210095849","https://openalex.org/I4210100151","https://openalex.org/I56067802","https://openalex.org/I97188460"]},{"id":"https://openalex.org/I56067802","display_name":"Universit\u00e9 de Rennes","ror":"https://ror.org/015m7wh34","country_code":"FR","type":"education","lineage":["https://openalex.org/I56067802"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Olivier Deforges","raw_affiliation_strings":["CNRS, IETR - UMR, Univ Rennes, INSA Rennes, CNRS, IETR - UMR, Rennes, France","Univ Rennes,INSA Rennes, CNRS, IETR - UMR,Rennes,France,6164"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CNRS, IETR - UMR, Univ Rennes, INSA Rennes, CNRS, IETR - UMR, Rennes, France","institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I28221208","https://openalex.org/I4210100151","https://openalex.org/I56067802"]},{"raw_affiliation_string":"Univ Rennes,INSA Rennes, CNRS, IETR - UMR,Rennes,France,6164","institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I28221208","https://openalex.org/I4210100151","https://openalex.org/I56067802"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":"28","issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11105","display_name":"Advanced Image Processing Techniques","score":1.0,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11105","display_name":"Advanced Image Processing Techniques","score":1.0,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10531","display_name":"Advanced Vision and Imaging","score":0.9991000294685364,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10688","display_name":"Image and Signal Denoising Methods","score":0.9983999729156494,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8240894079208374},{"id":"https://openalex.org/keywords/coding","display_name":"Coding (social sciences)","score":0.6372278928756714},{"id":"https://openalex.org/keywords/encoder","display_name":"Encoder","score":0.6126688718795776},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4678901731967926},{"id":"https://openalex.org/keywords/video-quality","display_name":"Video quality","score":0.42452964186668396},{"id":"https://openalex.org/keywords/computer-engineering","display_name":"Computer engineering","score":0.3815087080001831},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.33328619599342346},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.324203222990036}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8240894079208374},{"id":"https://openalex.org/C179518139","wikidata":"https://www.wikidata.org/wiki/Q5140297","display_name":"Coding (social sciences)","level":2,"score":0.6372278928756714},{"id":"https://openalex.org/C118505674","wikidata":"https://www.wikidata.org/wiki/Q42586063","display_name":"Encoder","level":2,"score":0.6126688718795776},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4678901731967926},{"id":"https://openalex.org/C103910844","wikidata":"https://www.wikidata.org/wiki/Q2631256","display_name":"Video quality","level":3,"score":0.42452964186668396},{"id":"https://openalex.org/C113775141","wikidata":"https://www.wikidata.org/wiki/Q428691","display_name":"Computer engineering","level":1,"score":0.3815087080001831},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.33328619599342346},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.324203222990036},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C176217482","wikidata":"https://www.wikidata.org/wiki/Q860554","display_name":"Metric (unit)","level":2,"score":0.0}],"mesh":[],"locations_count":6,"locations":[{"id":"doi:10.1109/pcs50896.2021.9477492","is_oa":false,"landing_page_url":"https://doi.org/10.1109/pcs50896.2021.9477492","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 Picture Coding Symposium (PCS)","raw_type":"proceedings-article"},{"id":"pmh:oai:arXiv.org:2104.08319","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2104.08319","pdf_url":"https://arxiv.org/pdf/2104.08319","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"text"},{"id":"mag:3152892876","is_oa":true,"landing_page_url":"http://export.arxiv.org/pdf/2104.08319","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"arXiv (Cornell University)","raw_type":null},{"id":"pmh:oai:HAL:hal-03334241v1","is_oa":false,"landing_page_url":"https://hal.science/hal-03334241","pdf_url":null,"source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"35th Picture Coding Symposium, PCS 2021, Jun 2021, Bristol, United Kingdom. pp.9477492, ⟨10.1109/PCS50896.2021.9477492⟩","raw_type":"info:eu-repo/semantics/conferenceObject"},{"id":"pmh:oai:HAL:hal-03444197v1","is_oa":false,"landing_page_url":"https://hal.archives-ouvertes.fr/hal-03444197","pdf_url":null,"source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"2021 Picture Coding Symposium (PCS)","raw_type":"info:eu-repo/semantics/conferenceObject"},{"id":"doi:10.48550/arxiv.2104.08319","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2104.08319","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2104.08319","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2104.08319","pdf_url":"https://arxiv.org/pdf/2104.08319","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"text"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure","score":0.44999998807907104}],"awards":[{"id":"https://openalex.org/G4254599225","display_name":"B-COM","funder_award_id":"ANR-10-AIRT-0007","funder_id":"https://openalex.org/F4320320883","funder_display_name":"Agence Nationale de la Recherche"}],"funders":[{"id":"https://openalex.org/F4320320883","display_name":"Agence Nationale de la Recherche","ror":"https://ror.org/00rbzpz17"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":22,"referenced_works":["https://openalex.org/W54257720","https://openalex.org/W1522301498","https://openalex.org/W2088254198","https://openalex.org/W2118963448","https://openalex.org/W2133665775","https://openalex.org/W2146395539","https://openalex.org/W2157494358","https://openalex.org/W2430196102","https://openalex.org/W2476548250","https://openalex.org/W2526792573","https://openalex.org/W2741137940","https://openalex.org/W2795042520","https://openalex.org/W2799309438","https://openalex.org/W2884506312","https://openalex.org/W2913340405","https://openalex.org/W2954531868","https://openalex.org/W2963372104","https://openalex.org/W2979041730","https://openalex.org/W2999240274","https://openalex.org/W3016096616","https://openalex.org/W3102974666","https://openalex.org/W6602211262"],"related_works":["https://openalex.org/W3186906584","https://openalex.org/W3105336936","https://openalex.org/W2945491228","https://openalex.org/W2183870358","https://openalex.org/W3164947665","https://openalex.org/W3176481163","https://openalex.org/W3036395720","https://openalex.org/W2502213390","https://openalex.org/W3185256049","https://openalex.org/W3038372053","https://openalex.org/W3087792758","https://openalex.org/W2939232094","https://openalex.org/W3115211633","https://openalex.org/W3021112549","https://openalex.org/W3205689881","https://openalex.org/W73431725","https://openalex.org/W3185293814","https://openalex.org/W3129141251","https://openalex.org/W1968012905","https://openalex.org/W2890577598"],"abstract_inverted_index":{"The":[0,168],"latest":[1],"video":[2,7,38,143],"coding":[3,8,15,22,28,39,48,53,74,178],"standard,":[4,35],"called":[5],"versatile":[6],"(VVC),":[9],"includes":[10],"several":[11],"novel":[12],"and":[13,66,156,180],"refined":[14],"tools":[16,25],"at":[17],"different":[18,112],"levels":[19],"of":[20,80],"the":[21,33,42,58,61,73,78,81,97,119,124,140],"chain.":[23],"These":[24,84],"bring":[26],"significant":[27],"gains":[29],"with":[30,182],"respect":[31],"to":[32,56,60,72,76,92,96,110,116,138,151,187],"previous":[34],"high":[36],"efficiency":[37],"(HEVC).":[40],"However,":[41],"encoder":[43],"may":[44],"still":[45],"introduce":[46],"visible":[47],"artifacts,":[49],"mainly":[50],"caused":[51],"by":[52],"decisions":[54],"applied":[55],"adjust":[57],"bitrate":[59],"available":[62],"bandwidth.":[63],"Hence,":[64],"pre":[65],"post-processing":[67,136],"techniques":[68],"are":[69,107],"generally":[70],"added":[71],"pipeline":[75],"improve":[77],"quality":[79,154],"decoded":[82,141],"video.":[83],"methods":[85],"have":[86],"recently":[87],"shown":[88],"outstanding":[89],"results":[90],"compared":[91,186],"traditional":[93,188],"approaches,":[94],"thanks":[95],"recent":[98],"advances":[99],"in":[100,175],"deep":[101],"learning.":[102],"Generally,":[103],"multiple":[104,165],"neural":[105],"networks":[106],"trained":[108],"independently":[109],"perform":[111,152],"tasks,":[113],"thus":[114],"omitting":[115],"benefit":[117],"from":[118],"redundancy":[120],"that":[121],"exists":[122],"between":[123],"models.":[125],"In":[126],"this":[127],"paper,":[128],"we":[129],"investigate":[130],"a":[131,135,159,172],"learning-based":[132],"solution":[133,170],"as":[134],"step":[137],"enhance":[139],"VVC":[142],"quality.":[144],"Our":[145],"method":[146],"relies":[147],"on":[148],"multitask":[149],"learning":[150],"both":[153,176],"enhancement":[155],"super-resolution":[157,181],"using":[158],"single":[160],"shared":[161],"network":[162,184],"optimized":[163],"for":[164],"degradation":[166],"levels.":[167],"proposed":[169],"enables":[171],"good":[173],"performance":[174],"mitigating":[177],"artifacts":[179],"fewer":[183],"parameters":[185],"specialized":[189],"architectures.":[190]},"counts_by_year":[],"updated_date":"2026-07-28T07:46:37.118299","created_date":"2025-10-10T00:00:00"}