{"id":"https://openalex.org/W7167367016","doi":"https://doi.org/10.1016/j.knosys.2026.116580","title":"D-CORL: A provably distributed causal discovery algorithm via ordering-based reinforcement learning","display_name":"D-CORL: A provably distributed causal discovery algorithm via ordering-based reinforcement learning","publication_year":2026,"publication_date":"2026-07-04","ids":{"openalex":"https://openalex.org/W7167367016","doi":"https://doi.org/10.1016/j.knosys.2026.116580"},"language":"en","primary_location":{"id":"doi:10.1016/j.knosys.2026.116580","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.knosys.2026.116580","pdf_url":null,"source":{"id":"https://openalex.org/S10169007","display_name":"Knowledge-Based Systems","issn_l":"0950-7051","issn":["0950-7051","1872-7409"],"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":"Knowledge-Based Systems","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":"https://openalex.org/A5100787357","display_name":"Yanan Ma","orcid":"https://orcid.org/0000-0003-0914-3174"},"institutions":[{"id":"https://openalex.org/I167383011","display_name":"Henan University of Science and Technology","ror":"https://ror.org/05d80kz58","country_code":"CN","type":"education","lineage":["https://openalex.org/I167383011"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yanan Ma","raw_affiliation_strings":["College of Information Engineering, Henan University of Science and Technology, Luoyang, 471023, Henan Province, China"],"raw_orcid":"https://orcid.org/0000-0003-0914-3174","affiliations":[{"raw_affiliation_string":"College of Information Engineering, Henan University of Science and Technology, Luoyang, 471023, Henan Province, China","institution_ids":["https://openalex.org/I167383011"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080439384","display_name":"Qingtao Wu","orcid":"https://orcid.org/0000-0003-1572-5293"},"institutions":[{"id":"https://openalex.org/I167383011","display_name":"Henan University of Science and Technology","ror":"https://ror.org/05d80kz58","country_code":"CN","type":"education","lineage":["https://openalex.org/I167383011"]},{"id":"https://openalex.org/I4210162181","display_name":"Luoyang Orthopedic-Traumatological Hospital of Henan Province","ror":"https://ror.org/05br7cm44","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210162181"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Qingtao Wu","raw_affiliation_strings":["College of Information Engineering, Henan University of Science and Technology, Luoyang, 471023, Henan Province, China","Longmen Laboratory, Luoyang, 471023, Henan Province, China"],"raw_orcid":"https://orcid.org/0000-0003-1572-5293","affiliations":[{"raw_affiliation_string":"College of Information Engineering, Henan University of Science and Technology, Luoyang, 471023, Henan Province, China","institution_ids":["https://openalex.org/I167383011"]},{"raw_affiliation_string":"Longmen Laboratory, Luoyang, 471023, Henan Province, China","institution_ids":["https://openalex.org/I4210162181"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072258360","display_name":"Lin Wang","orcid":"https://orcid.org/0000-0003-1704-5144"},"institutions":[{"id":"https://openalex.org/I167383011","display_name":"Henan University of Science and Technology","ror":"https://ror.org/05d80kz58","country_code":"CN","type":"education","lineage":["https://openalex.org/I167383011"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lin Wang","raw_affiliation_strings":["College of Information Engineering, Henan University of Science and Technology, Luoyang, 471023, Henan Province, China"],"raw_orcid":"https://orcid.org/0000-0003-1704-5144","affiliations":[{"raw_affiliation_string":"College of Information Engineering, Henan University of Science and Technology, Luoyang, 471023, Henan Province, China","institution_ids":["https://openalex.org/I167383011"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100668751","display_name":"Xuhui Zhao","orcid":"https://orcid.org/0009-0009-5598-3706"},"institutions":[{"id":"https://openalex.org/I167383011","display_name":"Henan University of Science and Technology","ror":"https://ror.org/05d80kz58","country_code":"CN","type":"education","lineage":["https://openalex.org/I167383011"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xuhui Zhao","raw_affiliation_strings":["College of Information Engineering, Henan University of Science and Technology, Luoyang, 471023, Henan Province, China"],"raw_orcid":"https://orcid.org/0009-0009-5598-3706","affiliations":[{"raw_affiliation_string":"College of Information Engineering, Henan University of Science and Technology, Luoyang, 471023, Henan Province, China","institution_ids":["https://openalex.org/I167383011"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100573879","display_name":"Jiamei Feng","orcid":"https://orcid.org/0000-0001-5778-8263"},"institutions":[{"id":"https://openalex.org/I167383011","display_name":"Henan University of Science and Technology","ror":"https://ror.org/05d80kz58","country_code":"CN","type":"education","lineage":["https://openalex.org/I167383011"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiamei Feng","raw_affiliation_strings":["College of Information Engineering, Henan University of Science and Technology, Luoyang, 471023, Henan Province, China"],"raw_orcid":"https://orcid.org/0000-0001-5778-8263","affiliations":[{"raw_affiliation_string":"College of Information Engineering, Henan University of Science and Technology, Luoyang, 471023, Henan Province, China","institution_ids":["https://openalex.org/I167383011"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5050705532","display_name":"Junlong Zhu","orcid":"https://orcid.org/0000-0002-6411-7035"},"institutions":[{"id":"https://openalex.org/I167383011","display_name":"Henan University of Science and Technology","ror":"https://ror.org/05d80kz58","country_code":"CN","type":"education","lineage":["https://openalex.org/I167383011"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Junlong Zhu","raw_affiliation_strings":["College of Information Engineering, Henan University of Science and Technology, Luoyang, 471023, Henan Province, China"],"raw_orcid":"https://orcid.org/0000-0002-6411-7035","affiliations":[{"raw_affiliation_string":"College of Information Engineering, Henan University of Science and Technology, Luoyang, 471023, Henan Province, China","institution_ids":["https://openalex.org/I167383011"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5080439384"],"corresponding_institution_ids":["https://openalex.org/I167383011","https://openalex.org/I4210162181"],"apc_list":{"value":3130,"currency":"USD","value_usd":3130},"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.90591941,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":null,"biblio":{"volume":"350","issue":null,"first_page":"116580","last_page":"116580"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11303","display_name":"Bayesian Modeling and Causal Inference","score":0.7307999730110168,"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/T11303","display_name":"Bayesian Modeling and Causal Inference","score":0.7307999730110168,"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/T10462","display_name":"Reinforcement Learning in Robotics","score":0.06889999657869339,"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/T11273","display_name":"Advanced Graph Neural Networks","score":0.033799998462200165,"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/directed-acyclic-graph","display_name":"Directed acyclic graph","score":0.6725000143051147},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.6445000171661377},{"id":"https://openalex.org/keywords/markov-blanket","display_name":"Markov blanket","score":0.5210000276565552},{"id":"https://openalex.org/keywords/causal-structure","display_name":"Causal structure","score":0.47119998931884766},{"id":"https://openalex.org/keywords/markov-chain","display_name":"Markov chain","score":0.4569999873638153},{"id":"https://openalex.org/keywords/markov-process","display_name":"Markov process","score":0.4417000114917755},{"id":"https://openalex.org/keywords/class","display_name":"Class (philosophy)","score":0.4203999936580658},{"id":"https://openalex.org/keywords/equivalence","display_name":"Equivalence (formal languages)","score":0.4106999933719635},{"id":"https://openalex.org/keywords/directed-graph","display_name":"Directed graph","score":0.40619999170303345}],"concepts":[{"id":"https://openalex.org/C74197172","wikidata":"https://www.wikidata.org/wiki/Q1195339","display_name":"Directed acyclic graph","level":2,"score":0.6725000143051147},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6588000059127808},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.6445000171661377},{"id":"https://openalex.org/C123867240","wikidata":"https://www.wikidata.org/wiki/Q3001792","display_name":"Markov blanket","level":5,"score":0.5210000276565552},{"id":"https://openalex.org/C163504300","wikidata":"https://www.wikidata.org/wiki/Q2364925","display_name":"Causal structure","level":2,"score":0.47119998931884766},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4578999876976013},{"id":"https://openalex.org/C98763669","wikidata":"https://www.wikidata.org/wiki/Q176645","display_name":"Markov chain","level":2,"score":0.4569999873638153},{"id":"https://openalex.org/C159886148","wikidata":"https://www.wikidata.org/wiki/Q176645","display_name":"Markov process","level":2,"score":0.4417000114917755},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.44020000100135803},{"id":"https://openalex.org/C2777212361","wikidata":"https://www.wikidata.org/wiki/Q5127848","display_name":"Class (philosophy)","level":2,"score":0.4203999936580658},{"id":"https://openalex.org/C2780069185","wikidata":"https://www.wikidata.org/wiki/Q7977945","display_name":"Equivalence (formal languages)","level":2,"score":0.4106999933719635},{"id":"https://openalex.org/C146380142","wikidata":"https://www.wikidata.org/wiki/Q1137726","display_name":"Directed graph","level":2,"score":0.40619999170303345},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.40119999647140503},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.37880000472068787},{"id":"https://openalex.org/C2777735758","wikidata":"https://www.wikidata.org/wiki/Q817765","display_name":"Path (computing)","level":2,"score":0.35760000348091125},{"id":"https://openalex.org/C62611344","wikidata":"https://www.wikidata.org/wiki/Q1062658","display_name":"Node (physics)","level":2,"score":0.3260999917984009},{"id":"https://openalex.org/C64357122","wikidata":"https://www.wikidata.org/wiki/Q1149766","display_name":"Causality (physics)","level":2,"score":0.3215999901294708},{"id":"https://openalex.org/C11671645","wikidata":"https://www.wikidata.org/wiki/Q5054567","display_name":"Causal model","level":2,"score":0.3041999936103821},{"id":"https://openalex.org/C79772020","wikidata":"https://www.wikidata.org/wiki/Q5159264","display_name":"Conditional independence","level":2,"score":0.302700012922287},{"id":"https://openalex.org/C72434380","wikidata":"https://www.wikidata.org/wiki/Q230930","display_name":"State space","level":2,"score":0.2976999878883362},{"id":"https://openalex.org/C163836022","wikidata":"https://www.wikidata.org/wiki/Q6771326","display_name":"Markov model","level":3,"score":0.29679998755455017},{"id":"https://openalex.org/C2777044963","wikidata":"https://www.wikidata.org/wiki/Q5384707","display_name":"Equivalence class (music)","level":2,"score":0.290800005197525},{"id":"https://openalex.org/C158600405","wikidata":"https://www.wikidata.org/wiki/Q5054566","display_name":"Causal inference","level":2,"score":0.2793999910354614},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.2759000062942505},{"id":"https://openalex.org/C155846161","wikidata":"https://www.wikidata.org/wiki/Q1143367","display_name":"Graphical model","level":2,"score":0.2685000002384186},{"id":"https://openalex.org/C54907487","wikidata":"https://www.wikidata.org/wiki/Q7915688","display_name":"Variable-order Markov model","level":4,"score":0.2655999958515167},{"id":"https://openalex.org/C2778572836","wikidata":"https://www.wikidata.org/wiki/Q380933","display_name":"Space (punctuation)","level":2,"score":0.25699999928474426}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1016/j.knosys.2026.116580","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.knosys.2026.116580","pdf_url":null,"source":{"id":"https://openalex.org/S10169007","display_name":"Knowledge-Based Systems","issn_l":"0950-7051","issn":["0950-7051","1872-7409"],"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":"Knowledge-Based Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":34,"referenced_works":["https://openalex.org/W1988814833","https://openalex.org/W2003447360","https://openalex.org/W2032291279","https://openalex.org/W2063123613","https://openalex.org/W2137163585","https://openalex.org/W2142635246","https://openalex.org/W2143117649","https://openalex.org/W2604511230","https://openalex.org/W2964132737","https://openalex.org/W3046501157","https://openalex.org/W3132503596","https://openalex.org/W3182501931","https://openalex.org/W3187238269","https://openalex.org/W3196836501","https://openalex.org/W4319759456","https://openalex.org/W4323567380","https://openalex.org/W4365397963","https://openalex.org/W4381327649","https://openalex.org/W4382202814","https://openalex.org/W4382317691","https://openalex.org/W4386453464","https://openalex.org/W4390278269","https://openalex.org/W4391992401","https://openalex.org/W4392147501","https://openalex.org/W4393146652","https://openalex.org/W4393159623","https://openalex.org/W4393160470","https://openalex.org/W4393188562","https://openalex.org/W4393993450","https://openalex.org/W4394964969","https://openalex.org/W4395091883","https://openalex.org/W4401863555","https://openalex.org/W4409347174","https://openalex.org/W7124296894"],"related_works":[],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-07-07T06:14:10.401900","created_date":"2026-07-05T00:00:00"}
