{"id":"https://openalex.org/W4283794072","doi":"https://doi.org/10.1609/aaai.v36i11.21679","title":"NeuralArTS: Structuring Neural Architecture Search with Type Theory (Student Abstract)","display_name":"NeuralArTS: Structuring Neural Architecture Search with Type Theory (Student Abstract)","publication_year":2022,"publication_date":"2022-06-28","ids":{"openalex":"https://openalex.org/W4283794072","doi":"https://doi.org/10.1609/aaai.v36i11.21679"},"language":"en","primary_location":{"id":"doi:10.1609/aaai.v36i11.21679","is_oa":true,"landing_page_url":"https://doi.org/10.1609/aaai.v36i11.21679","pdf_url":"https://ojs.aaai.org/index.php/AAAI/article/download/21679/21428","source":{"id":"https://openalex.org/S4210191458","display_name":"Proceedings of the AAAI Conference on Artificial Intelligence","issn_l":"2159-5399","issn":["2159-5399","2374-3468"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/P4310320058","host_organization_name":"Association for the Advancement of Artificial Intelligence","host_organization_lineage":["https://openalex.org/P4310320058"],"host_organization_lineage_names":["Association for the Advancement of Artificial Intelligence"],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the AAAI Conference on Artificial Intelligence","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://ojs.aaai.org/index.php/AAAI/article/download/21679/21428","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5009135633","display_name":"Robert Wu","orcid":"https://orcid.org/0000-0002-6895-1107"},"institutions":[{"id":"https://openalex.org/I185261750","display_name":"University of Toronto","ror":"https://ror.org/03dbr7087","country_code":"CA","type":"education","lineage":["https://openalex.org/I185261750"]}],"countries":["CA"],"is_corresponding":true,"raw_author_name":"Robert Wu","raw_affiliation_strings":["University of Toronto\nML Collective"],"affiliations":[{"raw_affiliation_string":"University of Toronto\nML Collective","institution_ids":["https://openalex.org/I185261750"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034092262","display_name":"Nayan Saxena","orcid":"https://orcid.org/0000-0003-0558-3201"},"institutions":[{"id":"https://openalex.org/I185261750","display_name":"University of Toronto","ror":"https://ror.org/03dbr7087","country_code":"CA","type":"education","lineage":["https://openalex.org/I185261750"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Nayan Saxena","raw_affiliation_strings":["University of Toronto\nML Collective"],"affiliations":[{"raw_affiliation_string":"University of Toronto\nML Collective","institution_ids":["https://openalex.org/I185261750"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5075180542","display_name":"Rohan Jain","orcid":"https://orcid.org/0000-0002-2925-8465"},"institutions":[{"id":"https://openalex.org/I185261750","display_name":"University of Toronto","ror":"https://ror.org/03dbr7087","country_code":"CA","type":"education","lineage":["https://openalex.org/I185261750"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Rohan Jain","raw_affiliation_strings":["University of Toronto\nML Collective"],"affiliations":[{"raw_affiliation_string":"University of Toronto\nML Collective","institution_ids":["https://openalex.org/I185261750"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5009135633"],"corresponding_institution_ids":["https://openalex.org/I185261750"],"apc_list":null,"apc_paid":null,"fwci":0.1039,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.25301659,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":"36","issue":"11","first_page":"13085","last_page":"13086"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.9771999716758728,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T10320","display_name":"Neural Networks and Applications","score":0.9771999716758728,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T11948","display_name":"Machine Learning in Materials Science","score":0.9089000225067139,"subfield":{"id":"https://openalex.org/subfields/2505","display_name":"Materials Chemistry"},"field":{"id":"https://openalex.org/fields/25","display_name":"Materials Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/structuring","display_name":"Structuring","score":0.7966423034667969},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7240527868270874},{"id":"https://openalex.org/keywords/architecture","display_name":"Architecture","score":0.6514349579811096},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.6286418437957764},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.6153989434242249},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5757173299789429},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.56137615442276},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5474000573158264},{"id":"https://openalex.org/keywords/scratch","display_name":"Scratch","score":0.5341663956642151},{"id":"https://openalex.org/keywords/space","display_name":"Space (punctuation)","score":0.5045849084854126},{"id":"https://openalex.org/keywords/type","display_name":"Type (biology)","score":0.4662194848060608},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3375862240791321},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.3338310420513153},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.1286587119102478},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.1204264760017395}],"concepts":[{"id":"https://openalex.org/C2775945657","wikidata":"https://www.wikidata.org/wiki/Q381442","display_name":"Structuring","level":2,"score":0.7966423034667969},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7240527868270874},{"id":"https://openalex.org/C123657996","wikidata":"https://www.wikidata.org/wiki/Q12271","display_name":"Architecture","level":2,"score":0.6514349579811096},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.6286418437957764},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.6153989434242249},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5757173299789429},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.56137615442276},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5474000573158264},{"id":"https://openalex.org/C2781235140","wikidata":"https://www.wikidata.org/wiki/Q275131","display_name":"Scratch","level":2,"score":0.5341663956642151},{"id":"https://openalex.org/C2778572836","wikidata":"https://www.wikidata.org/wiki/Q380933","display_name":"Space (punctuation)","level":2,"score":0.5045849084854126},{"id":"https://openalex.org/C2777299769","wikidata":"https://www.wikidata.org/wiki/Q3707858","display_name":"Type (biology)","level":2,"score":0.4662194848060608},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3375862240791321},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.3338310420513153},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1286587119102478},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.1204264760017395},{"id":"https://openalex.org/C153349607","wikidata":"https://www.wikidata.org/wiki/Q36649","display_name":"Visual arts","level":1,"score":0.0},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.0},{"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/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","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/C10138342","wikidata":"https://www.wikidata.org/wiki/Q43015","display_name":"Finance","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1609/aaai.v36i11.21679","is_oa":true,"landing_page_url":"https://doi.org/10.1609/aaai.v36i11.21679","pdf_url":"https://ojs.aaai.org/index.php/AAAI/article/download/21679/21428","source":{"id":"https://openalex.org/S4210191458","display_name":"Proceedings of the AAAI Conference on Artificial Intelligence","issn_l":"2159-5399","issn":["2159-5399","2374-3468"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/P4310320058","host_organization_name":"Association for the Advancement of Artificial Intelligence","host_organization_lineage":["https://openalex.org/P4310320058"],"host_organization_lineage_names":["Association for the Advancement of Artificial Intelligence"],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the AAAI Conference on Artificial Intelligence","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1609/aaai.v36i11.21679","is_oa":true,"landing_page_url":"https://doi.org/10.1609/aaai.v36i11.21679","pdf_url":"https://ojs.aaai.org/index.php/AAAI/article/download/21679/21428","source":{"id":"https://openalex.org/S4210191458","display_name":"Proceedings of the AAAI Conference on Artificial Intelligence","issn_l":"2159-5399","issn":["2159-5399","2374-3468"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/P4310320058","host_organization_name":"Association for the Advancement of Artificial Intelligence","host_organization_lineage":["https://openalex.org/P4310320058"],"host_organization_lineage_names":["Association for the Advancement of Artificial Intelligence"],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the AAAI Conference on Artificial Intelligence","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4283794072.pdf","grobid_xml":"https://content.openalex.org/works/W4283794072.grobid-xml"},"referenced_works_count":3,"referenced_works":["https://openalex.org/W2915992092","https://openalex.org/W2962746461","https://openalex.org/W3179660606"],"related_works":["https://openalex.org/W2475116013","https://openalex.org/W2066741154","https://openalex.org/W2770018148","https://openalex.org/W2358308169","https://openalex.org/W2385135707","https://openalex.org/W2140315382","https://openalex.org/W2059109728","https://openalex.org/W2082556335","https://openalex.org/W322691623","https://openalex.org/W2494989134"],"abstract_inverted_index":{"Neural":[0,52],"Architecture":[1,53],"Search":[2],"(NAS)":[3],"algorithms":[4],"automate":[5],"the":[6,59],"task":[7],"of":[8,19,62],"finding":[9],"optimal":[10],"deep":[11],"learning":[12],"architectures":[13],"given":[14],"an":[15],"initial":[16],"search":[17,24,33],"space":[18],"possible":[20],"operations.":[21],"Developing":[22],"these":[23],"spaces":[25,34],"is":[26],"usually":[27],"a":[28,48,66],"manual":[29],"affair":[30],"with":[31],"pre-optimized":[32],"being":[35],"more":[36],"efficient,":[37],"rather":[38],"than":[39],"searching":[40],"from":[41],"scratch.":[42],"In":[43],"this":[44],"paper":[45],"we":[46],"present":[47],"new":[49],"framework":[50],"called":[51],"Type":[54],"System":[55],"(NeuralArTS)":[56],"that":[57],"categorizes":[58],"infinite":[60],"set":[61],"network":[63],"operations":[64],"in":[65],"structured":[67],"type":[68],"system.":[69],"We":[70],"further":[71],"demonstrate":[72],"how":[73],"NeuralArTS":[74],"can":[75],"be":[76],"applied":[77],"to":[78],"convolutional":[79],"layers":[80],"and":[81],"propose":[82],"several":[83],"future":[84],"directions.":[85]},"counts_by_year":[{"year":2022,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
