{"id":"https://openalex.org/W4404133787","doi":"https://doi.org/10.1145/3649329.3656250","title":"NeuroSelect: Learning to Select Clauses in SAT Solvers","display_name":"NeuroSelect: Learning to Select Clauses in SAT Solvers","publication_year":2024,"publication_date":"2024-06-23","ids":{"openalex":"https://openalex.org/W4404133787","doi":"https://doi.org/10.1145/3649329.3656250"},"language":"en","primary_location":{"id":"doi:10.1145/3649329.3656250","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3649329.3656250","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 61st ACM/IEEE Design Automation Conference","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5039526257","display_name":"Hongduo Liu","orcid":"https://orcid.org/0000-0001-7291-3712"},"institutions":[{"id":"https://openalex.org/I177725633","display_name":"Chinese University of Hong Kong","ror":"https://ror.org/00t33hh48","country_code":"HK","type":"education","lineage":["https://openalex.org/I177725633"]}],"countries":["HK"],"is_corresponding":true,"raw_author_name":"Hongduo Liu","raw_affiliation_strings":["The Chinese University of Hong Kong, Shatin, Hong Kong Special Administrative Region of China"],"affiliations":[{"raw_affiliation_string":"The Chinese University of Hong Kong, Shatin, Hong Kong Special Administrative Region of China","institution_ids":["https://openalex.org/I177725633"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101615874","display_name":"Peng Xu","orcid":"https://orcid.org/0000-0001-5756-3494"},"institutions":[{"id":"https://openalex.org/I177725633","display_name":"Chinese University of Hong Kong","ror":"https://ror.org/00t33hh48","country_code":"HK","type":"education","lineage":["https://openalex.org/I177725633"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Peng Xu","raw_affiliation_strings":["The Chinese University of Hong Kong, Shatin, Hong Kong Special Administrative Region of China"],"affiliations":[{"raw_affiliation_string":"The Chinese University of Hong Kong, Shatin, Hong Kong Special Administrative Region of China","institution_ids":["https://openalex.org/I177725633"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101848345","display_name":"Yuan Pu","orcid":"https://orcid.org/0000-0002-1322-5642"},"institutions":[{"id":"https://openalex.org/I177725633","display_name":"Chinese University of Hong Kong","ror":"https://ror.org/00t33hh48","country_code":"HK","type":"education","lineage":["https://openalex.org/I177725633"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Yuan Pu","raw_affiliation_strings":["The Chinese University of Hong Kong, Shatin, Hong Kong, Hong Kong Special Administrative Region of China"],"affiliations":[{"raw_affiliation_string":"The Chinese University of Hong Kong, Shatin, Hong Kong, Hong Kong Special Administrative Region of China","institution_ids":["https://openalex.org/I177725633"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114205035","display_name":"Lihao Yin","orcid":"https://orcid.org/0000-0002-8237-377X"},"institutions":[{"id":"https://openalex.org/I2250955327","display_name":"Huawei Technologies (China)","ror":"https://ror.org/00cmhce21","country_code":"CN","type":"company","lineage":["https://openalex.org/I2250955327"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lihao Yin","raw_affiliation_strings":["Huawei Noah's Ark Lab, Hong Kong, Hong Kong Special Administrative Region of China"],"affiliations":[{"raw_affiliation_string":"Huawei Noah's Ark Lab, Hong Kong, Hong Kong Special Administrative Region of China","institution_ids":["https://openalex.org/I2250955327"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031170152","display_name":"Hui\u2010Ling Zhen","orcid":"https://orcid.org/0000-0003-0310-3825"},"institutions":[{"id":"https://openalex.org/I2250955327","display_name":"Huawei Technologies (China)","ror":"https://ror.org/00cmhce21","country_code":"CN","type":"company","lineage":["https://openalex.org/I2250955327"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hui-Ling Zhen","raw_affiliation_strings":["Huawei, Hong Kong, Hong Kong Special Administrative Region of China"],"affiliations":[{"raw_affiliation_string":"Huawei, Hong Kong, Hong Kong Special Administrative Region of China","institution_ids":["https://openalex.org/I2250955327"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078949174","display_name":"Mingxuan Yuan","orcid":"https://orcid.org/0000-0002-2236-8784"},"institutions":[{"id":"https://openalex.org/I2250955327","display_name":"Huawei Technologies (China)","ror":"https://ror.org/00cmhce21","country_code":"CN","type":"company","lineage":["https://openalex.org/I2250955327"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mingxuan Yuan","raw_affiliation_strings":["Huawei Noah's Ark Lab, Hong Kong, NA, Hong Kong Special Administrative Region of China"],"affiliations":[{"raw_affiliation_string":"Huawei Noah's Ark Lab, Hong Kong, NA, Hong Kong Special Administrative Region of China","institution_ids":["https://openalex.org/I2250955327"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062800747","display_name":"Tsung-Yi Ho","orcid":"https://orcid.org/0000-0001-7348-5625"},"institutions":[{"id":"https://openalex.org/I177725633","display_name":"Chinese University of Hong Kong","ror":"https://ror.org/00t33hh48","country_code":"HK","type":"education","lineage":["https://openalex.org/I177725633"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Tsung-Yi Ho","raw_affiliation_strings":["The Chinese University of Hong Kong, Shatin, New Territories, Hong Kong Special Administrative Region of China"],"affiliations":[{"raw_affiliation_string":"The Chinese University of Hong Kong, Shatin, New Territories, Hong Kong Special Administrative Region of China","institution_ids":["https://openalex.org/I177725633"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5051340429","display_name":"Bei Yu","orcid":"https://orcid.org/0000-0001-6406-4810"},"institutions":[{"id":"https://openalex.org/I177725633","display_name":"Chinese University of Hong Kong","ror":"https://ror.org/00t33hh48","country_code":"HK","type":"education","lineage":["https://openalex.org/I177725633"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Bei Yu","raw_affiliation_strings":["The Chinese University of Hong Kong, Shatin, N/A, Hong Kong Special Administrative Region of China"],"affiliations":[{"raw_affiliation_string":"The Chinese University of Hong Kong, Shatin, N/A, Hong Kong Special Administrative Region of China","institution_ids":["https://openalex.org/I177725633"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5039526257"],"corresponding_institution_ids":["https://openalex.org/I177725633"],"apc_list":null,"apc_paid":null,"fwci":1.5588,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.87959466,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10260","display_name":"Software Engineering Research","score":0.995199978351593,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T10260","display_name":"Software Engineering Research","score":0.995199978351593,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T11450","display_name":"Model-Driven Software Engineering Techniques","score":0.9754999876022339,"subfield":{"id":"https://openalex.org/subfields/1712","display_name":"Software"},"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/T10639","display_name":"Advanced Software Engineering Methodologies","score":0.9714999794960022,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7445823550224304},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.43164360523223877},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.36779236793518066},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.3604483902454376}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7445823550224304},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.43164360523223877},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.36779236793518066},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.3604483902454376}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3649329.3656250","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3649329.3656250","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 61st ACM/IEEE Design Automation Conference","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Reduced inequalities","score":0.4099999964237213,"id":"https://metadata.un.org/sdg/10"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":15,"referenced_works":["https://openalex.org/W2116341502","https://openalex.org/W2592791543","https://openalex.org/W2810313326","https://openalex.org/W2921992864","https://openalex.org/W3035746743","https://openalex.org/W3039090944","https://openalex.org/W3105390215","https://openalex.org/W3169575312","https://openalex.org/W3181629460","https://openalex.org/W4381568266","https://openalex.org/W4387293753","https://openalex.org/W4389162792","https://openalex.org/W6748262478","https://openalex.org/W6754929296","https://openalex.org/W6787995345"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"Modern":[0],"SAT":[1,23,40,88],"solvers":[2,24],"depend":[3],"on":[4,38,72,93],"conflict-driven":[5],"clause":[6,31,47,53,67],"learning":[7,62],"to":[8,25,50,59,63],"avoid":[9],"recurring":[10],"conflicts.":[11],"Deleting":[12],"less":[13],"valuable":[14],"learned":[15],"clauses":[16],"is":[17],"a":[18,29,45],"crucial":[19],"component":[20],"of":[21,85],"modern":[22],"ensure":[26],"efficiency.":[27],"However,":[28],"single":[30],"deletion":[32,48,54,68],"policy":[33],"cannot":[34],"guarantee":[35],"optimal":[36],"performance":[37],"all":[39],"instances.":[41],"This":[42],"paper":[43],"introduces":[44],"new":[46],"metric":[49],"diversify":[51],"existing":[52],"policies.":[55],"Then,":[56],"we":[57],"propose":[58],"use":[60],"machine":[61],"evaluate":[64],"and":[65],"select":[66],"policies":[69],"adaptively":[70],"based":[71],"the":[73,83,86],"input":[74],"instance.":[75],"We":[76],"show":[77],"that":[78],"our":[79],"method":[80],"can":[81],"reduce":[82],"runtime":[84],"state-of-the-art":[87],"solver":[89],"Kissat":[90],"by":[91],"5.8%":[92],"large":[94],"industry":[95],"benchmarks.":[96]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2024,"cited_by_count":1}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
