{"id":"https://openalex.org/W7161650784","doi":"https://doi.org/10.1016/j.vlsi.2026.102747","title":"Accelerating hardware formal verification via AutoML-driven SMT runtime prediction and solver selection","display_name":"Accelerating hardware formal verification via AutoML-driven SMT runtime prediction and solver selection","publication_year":2026,"publication_date":"2026-05-19","ids":{"openalex":"https://openalex.org/W7161650784","doi":"https://doi.org/10.1016/j.vlsi.2026.102747"},"language":"en","primary_location":{"id":"doi:10.1016/j.vlsi.2026.102747","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.vlsi.2026.102747","pdf_url":null,"source":{"id":"https://openalex.org/S139392130","display_name":"Integration","issn_l":"0167-9260","issn":["0167-9260","1872-7522"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Integration","raw_type":"journal-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":null,"display_name":"Wenda Leng","orcid":null},"institutions":[{"id":"https://openalex.org/I20231570","display_name":"Peking University","ror":"https://ror.org/02v51f717","country_code":"CN","type":"education","lineage":["https://openalex.org/I20231570"]},{"id":"https://openalex.org/I4210128628","display_name":"Peking University Shenzhen Hospital","ror":"https://ror.org/03kkjyb15","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210128628"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wenda Leng","raw_affiliation_strings":["Guangdong Provincial Key Laboratory of In-Memory Computing Chips, School of Electronic and Computer Engineering, Peking University, ShenZhen, 518055, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Guangdong Provincial Key Laboratory of In-Memory Computing Chips, School of Electronic and Computer Engineering, Peking University, ShenZhen, 518055, China","institution_ids":["https://openalex.org/I4210128628","https://openalex.org/I20231570"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Meihua Liu","orcid":null},"institutions":[{"id":"https://openalex.org/I4210152380","display_name":"Shenzhen Technology University","ror":"https://ror.org/04qzpec27","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210152380"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Meihua Liu","raw_affiliation_strings":["Shenzhen GWX Technology Co., Ltd., ShenZhen, 518063, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shenzhen GWX Technology Co., Ltd., ShenZhen, 518063, China","institution_ids":["https://openalex.org/I4210152380"]}]},{"author_position":"last","author":{"id":null,"display_name":"Yufeng Jin","orcid":null},"institutions":[{"id":"https://openalex.org/I20231570","display_name":"Peking University","ror":"https://ror.org/02v51f717","country_code":"CN","type":"education","lineage":["https://openalex.org/I20231570"]},{"id":"https://openalex.org/I4210128628","display_name":"Peking University Shenzhen Hospital","ror":"https://ror.org/03kkjyb15","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210128628"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yufeng Jin","raw_affiliation_strings":["Guangdong Provincial Key Laboratory of In-Memory Computing Chips, School of Electronic and Computer Engineering, Peking University, ShenZhen, 518055, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Guangdong Provincial Key Laboratory of In-Memory Computing Chips, School of Electronic and Computer Engineering, Peking University, ShenZhen, 518055, China","institution_ids":["https://openalex.org/I4210128628","https://openalex.org/I20231570"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I20231570","https://openalex.org/I4210128628","https://openalex.org/I4210152380"],"apc_list":{"value":2150,"currency":"USD","value_usd":2150},"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.64243645,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"110","issue":null,"first_page":"102747","last_page":"102747"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10142","display_name":"Formal Methods in Verification","score":0.447299987077713,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"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/T10142","display_name":"Formal Methods in Verification","score":0.447299987077713,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"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/T10904","display_name":"Embedded Systems Design Techniques","score":0.3345000147819519,"subfield":{"id":"https://openalex.org/subfields/1708","display_name":"Hardware and Architecture"},"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/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.03739999979734421,"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/selection","display_name":"Selection (genetic algorithm)","score":0.5508000254631042},{"id":"https://openalex.org/keywords/intelligent-verification","display_name":"Intelligent verification","score":0.5482000112533569},{"id":"https://openalex.org/keywords/formal-verification","display_name":"Formal verification","score":0.5002999901771545},{"id":"https://openalex.org/keywords/solver","display_name":"Solver","score":0.46700000762939453},{"id":"https://openalex.org/keywords/runtime-verification","display_name":"Runtime verification","score":0.46630001068115234},{"id":"https://openalex.org/keywords/high-level-verification","display_name":"High-level verification","score":0.45350000262260437},{"id":"https://openalex.org/keywords/satisfiability-modulo-theories","display_name":"Satisfiability modulo theories","score":0.4489000141620636}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6934000253677368},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.5508000254631042},{"id":"https://openalex.org/C3406870","wikidata":"https://www.wikidata.org/wiki/Q6044160","display_name":"Intelligent verification","level":5,"score":0.5482000112533569},{"id":"https://openalex.org/C111498074","wikidata":"https://www.wikidata.org/wiki/Q173326","display_name":"Formal verification","level":2,"score":0.5002999901771545},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.4860000014305115},{"id":"https://openalex.org/C2778770139","wikidata":"https://www.wikidata.org/wiki/Q1966904","display_name":"Solver","level":2,"score":0.46700000762939453},{"id":"https://openalex.org/C202973057","wikidata":"https://www.wikidata.org/wiki/Q7380130","display_name":"Runtime verification","level":3,"score":0.46630001068115234},{"id":"https://openalex.org/C187250869","wikidata":"https://www.wikidata.org/wiki/Q5754573","display_name":"High-level verification","level":5,"score":0.45350000262260437},{"id":"https://openalex.org/C164155591","wikidata":"https://www.wikidata.org/wiki/Q2067766","display_name":"Satisfiability modulo theories","level":2,"score":0.4489000141620636},{"id":"https://openalex.org/C33054407","wikidata":"https://www.wikidata.org/wiki/Q6504747","display_name":"Software verification","level":5,"score":0.40389999747276306},{"id":"https://openalex.org/C9390403","wikidata":"https://www.wikidata.org/wiki/Q3966","display_name":"Computer hardware","level":1,"score":0.3853999972343445},{"id":"https://openalex.org/C142284323","wikidata":"https://www.wikidata.org/wiki/Q7921323","display_name":"Verification","level":5,"score":0.350600004196167},{"id":"https://openalex.org/C62460635","wikidata":"https://www.wikidata.org/wiki/Q5508853","display_name":"Functional verification","level":3,"score":0.34290000796318054},{"id":"https://openalex.org/C75606506","wikidata":"https://www.wikidata.org/wiki/Q1049183","display_name":"Formal methods","level":2,"score":0.3147999942302704},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.31119999289512634},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.3089999854564667},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.30320000648498535},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.29739999771118164},{"id":"https://openalex.org/C96654402","wikidata":"https://www.wikidata.org/wiki/Q5469962","display_name":"Formal equivalence checking","level":3,"score":0.2671999931335449},{"id":"https://openalex.org/C179799912","wikidata":"https://www.wikidata.org/wiki/Q205084","display_name":"Computational complexity theory","level":2,"score":0.2567000091075897}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1016/j.vlsi.2026.102747","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.vlsi.2026.102747","pdf_url":null,"source":{"id":"https://openalex.org/S139392130","display_name":"Integration","issn_l":"0167-9260","issn":["0167-9260","1872-7522"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Integration","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":28,"referenced_works":["https://openalex.org/W1982849299","https://openalex.org/W1983691438","https://openalex.org/W1988790447","https://openalex.org/W1999396796","https://openalex.org/W2054706389","https://openalex.org/W2057361103","https://openalex.org/W2081131942","https://openalex.org/W2096455207","https://openalex.org/W2121750555","https://openalex.org/W2127271657","https://openalex.org/W2128728535","https://openalex.org/W2137351629","https://openalex.org/W2147148915","https://openalex.org/W2295598076","https://openalex.org/W2334791991","https://openalex.org/W2604367799","https://openalex.org/W2911964244","https://openalex.org/W2949676527","https://openalex.org/W2964281761","https://openalex.org/W2973405785","https://openalex.org/W3080253043","https://openalex.org/W4213195950","https://openalex.org/W4244230525","https://openalex.org/W4252208101","https://openalex.org/W4392367760","https://openalex.org/W4395074196","https://openalex.org/W4401863515","https://openalex.org/W4402093207"],"related_works":[],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-06-19T15:47:20.252518","created_date":"2026-05-19T00:00:00"}
