{"id":"https://openalex.org/W2955316487","doi":"https://doi.org/10.1007/s00165-021-00536-5","title":"L\u2217-based learning of Markov decision processes (extended version)","display_name":"L\u2217-based learning of Markov decision processes (extended version)","publication_year":2021,"publication_date":"2021-03-31","ids":{"openalex":"https://openalex.org/W2955316487","doi":"https://doi.org/10.1007/s00165-021-00536-5","mag":"2955316487"},"language":"en","primary_location":{"id":"doi:10.1007/s00165-021-00536-5","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00165-021-00536-5","pdf_url":"https://dl.acm.org/doi/pdf/10.1007/s00165-021-00536-5","source":{"id":"https://openalex.org/S128250343","display_name":"Formal Aspects of Computing","issn_l":"0934-5043","issn":["0934-5043","1433-299X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Formal Aspects of Computing","raw_type":"journal-article"},"type":"preprint","indexed_in":["arxiv","crossref","datacite"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://dl.acm.org/doi/pdf/10.1007/s00165-021-00536-5","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5078635542","display_name":"Martin Tappler","orcid":"https://orcid.org/0000-0002-4193-5609"},"institutions":[{"id":"https://openalex.org/I4092182","display_name":"Graz University of Technology","ror":"https://ror.org/00d7xrm67","country_code":"AT","type":"education","lineage":["https://openalex.org/I4092182"]},{"id":"https://openalex.org/I4210120065","display_name":"Kantonsschule Schaffhausen","ror":"https://ror.org/02vzx1287","country_code":"CH","type":"education","lineage":["https://openalex.org/I4210120065"]},{"id":"https://openalex.org/I4399657974","display_name":"Constructor Institute","ror":"https://ror.org/02f3v7194","country_code":null,"type":"education","lineage":["https://openalex.org/I4399657974"]}],"countries":["AT","CH"],"is_corresponding":true,"raw_author_name":"Martin Tappler","raw_affiliation_strings":["Institute of Software Technology, Graz University of Technology, Graz, Austria","Schaffhausen Institute of Technology, Schaffhausen, Switzerland","Graz University of Technology,#TAB#"],"affiliations":[{"raw_affiliation_string":"Institute of Software Technology, Graz University of Technology, Graz, Austria","institution_ids":["https://openalex.org/I4092182"]},{"raw_affiliation_string":"Schaffhausen Institute of Technology, Schaffhausen, Switzerland","institution_ids":["https://openalex.org/I4210120065","https://openalex.org/I4399657974"]},{"raw_affiliation_string":"Graz University of Technology,#TAB#","institution_ids":["https://openalex.org/I4092182"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009450062","display_name":"Bernhard K. Aichernig","orcid":"https://orcid.org/0000-0002-3484-5584"},"institutions":[{"id":"https://openalex.org/I4092182","display_name":"Graz University of Technology","ror":"https://ror.org/00d7xrm67","country_code":"AT","type":"education","lineage":["https://openalex.org/I4092182"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"Bernhard K. Aichernig","raw_affiliation_strings":["Institute of Software Technology, Graz University of Technology, Graz, Austria","Graz University of Technology,#TAB#"],"affiliations":[{"raw_affiliation_string":"Institute of Software Technology, Graz University of Technology, Graz, Austria","institution_ids":["https://openalex.org/I4092182"]},{"raw_affiliation_string":"Graz University of Technology,#TAB#","institution_ids":["https://openalex.org/I4092182"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016152088","display_name":"Giovanni Bacci","orcid":"https://orcid.org/0000-0001-8529-0681"},"institutions":[{"id":"https://openalex.org/I4092182","display_name":"Graz University of Technology","ror":"https://ror.org/00d7xrm67","country_code":"AT","type":"education","lineage":["https://openalex.org/I4092182"]},{"id":"https://openalex.org/I891191580","display_name":"Aalborg University","ror":"https://ror.org/04m5j1k67","country_code":"DK","type":"education","lineage":["https://openalex.org/I891191580"]}],"countries":["AT","DK"],"is_corresponding":false,"raw_author_name":"Giovanni Bacci","raw_affiliation_strings":["Department of Computer Science, Aalborg University, Aalborg, Denmark","Graz University of Technology,#TAB#"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Aalborg University, Aalborg, Denmark","institution_ids":["https://openalex.org/I891191580"]},{"raw_affiliation_string":"Graz University of Technology,#TAB#","institution_ids":["https://openalex.org/I4092182"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012269418","display_name":"Maria Eichlseder","orcid":"https://orcid.org/0000-0002-8750-7423"},"institutions":[{"id":"https://openalex.org/I4092182","display_name":"Graz University of Technology","ror":"https://ror.org/00d7xrm67","country_code":"AT","type":"education","lineage":["https://openalex.org/I4092182"]},{"id":"https://openalex.org/I891191580","display_name":"Aalborg University","ror":"https://ror.org/04m5j1k67","country_code":"DK","type":"education","lineage":["https://openalex.org/I891191580"]}],"countries":["AT","DK"],"is_corresponding":false,"raw_author_name":"Maria Eichlseder","raw_affiliation_strings":["Institute of Applied Information Processing and Communications, Graz University of Technology, Graz, Austria","Aalborg university"],"affiliations":[{"raw_affiliation_string":"Institute of Applied Information Processing and Communications, Graz University of Technology, Graz, Austria","institution_ids":["https://openalex.org/I4092182"]},{"raw_affiliation_string":"Aalborg university","institution_ids":["https://openalex.org/I891191580"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5069362159","display_name":"Kim G. Larsen","orcid":"https://orcid.org/0000-0002-5953-3384"},"institutions":[{"id":"https://openalex.org/I891191580","display_name":"Aalborg University","ror":"https://ror.org/04m5j1k67","country_code":"DK","type":"education","lineage":["https://openalex.org/I891191580"]}],"countries":["DK"],"is_corresponding":false,"raw_author_name":"Kim G. Larsen","raw_affiliation_strings":["Department of Computer Science, Aalborg University, Aalborg, Denmark","Aalborg university"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Aalborg University, Aalborg, Denmark","institution_ids":["https://openalex.org/I891191580"]},{"raw_affiliation_string":"Aalborg university","institution_ids":["https://openalex.org/I891191580"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5078635542"],"corresponding_institution_ids":["https://openalex.org/I4092182","https://openalex.org/I4210120065","https://openalex.org/I4399657974"],"apc_list":null,"apc_paid":null,"fwci":0.2799,"has_fulltext":true,"cited_by_count":3,"citation_normalized_percentile":{"value":0.60896445,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":"33","issue":"4-5","first_page":"575","last_page":"615"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12072","display_name":"Machine Learning and Algorithms","score":0.9998999834060669,"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/T12072","display_name":"Machine Learning and Algorithms","score":0.9998999834060669,"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/T12288","display_name":"Optimization and Search Problems","score":0.9957000017166138,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T10743","display_name":"Software Testing and Debugging Techniques","score":0.9952999949455261,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7401394844055176},{"id":"https://openalex.org/keywords/learning-automata","display_name":"Learning automata","score":0.6484887599945068},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5853995084762573},{"id":"https://openalex.org/keywords/active-learning","display_name":"Active learning (machine learning)","score":0.5455847978591919},{"id":"https://openalex.org/keywords/rotation-formalisms-in-three-dimensions","display_name":"Rotation formalisms in three dimensions","score":0.5365846753120422},{"id":"https://openalex.org/keywords/automaton","display_name":"Automaton","score":0.5172412991523743},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5066280961036682},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.47827279567718506},{"id":"https://openalex.org/keywords/markov-chain","display_name":"Markov chain","score":0.43294423818588257},{"id":"https://openalex.org/keywords/markov-decision-process","display_name":"Markov decision process","score":0.4159461259841919},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.4060576558113098},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.3838977515697479},{"id":"https://openalex.org/keywords/markov-process","display_name":"Markov process","score":0.29518669843673706},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.16742485761642456}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7401394844055176},{"id":"https://openalex.org/C2776807809","wikidata":"https://www.wikidata.org/wiki/Q6510160","display_name":"Learning automata","level":3,"score":0.6484887599945068},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5853995084762573},{"id":"https://openalex.org/C77967617","wikidata":"https://www.wikidata.org/wiki/Q4677561","display_name":"Active learning (machine learning)","level":2,"score":0.5455847978591919},{"id":"https://openalex.org/C171018156","wikidata":"https://www.wikidata.org/wiki/Q7370306","display_name":"Rotation formalisms in three dimensions","level":2,"score":0.5365846753120422},{"id":"https://openalex.org/C112505250","wikidata":"https://www.wikidata.org/wiki/Q787116","display_name":"Automaton","level":2,"score":0.5172412991523743},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5066280961036682},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.47827279567718506},{"id":"https://openalex.org/C98763669","wikidata":"https://www.wikidata.org/wiki/Q176645","display_name":"Markov chain","level":2,"score":0.43294423818588257},{"id":"https://openalex.org/C106189395","wikidata":"https://www.wikidata.org/wiki/Q176789","display_name":"Markov decision process","level":3,"score":0.4159461259841919},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.4060576558113098},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.3838977515697479},{"id":"https://openalex.org/C159886148","wikidata":"https://www.wikidata.org/wiki/Q176645","display_name":"Markov process","level":2,"score":0.29518669843673706},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.16742485761642456},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1007/s00165-021-00536-5","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00165-021-00536-5","pdf_url":"https://dl.acm.org/doi/pdf/10.1007/s00165-021-00536-5","source":{"id":"https://openalex.org/S128250343","display_name":"Formal Aspects of Computing","issn_l":"0934-5043","issn":["0934-5043","1433-299X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Formal Aspects of Computing","raw_type":"journal-article"},{"id":"pmh:oai:arXiv.org:1906.12239","is_oa":true,"landing_page_url":"http://arxiv.org/abs/1906.12239","pdf_url":"https://arxiv.org/pdf/1906.12239","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"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":null},{"id":"mag:2955316487","is_oa":true,"landing_page_url":"https://arxiv.org/pdf/1906.12239v1","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"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":"doi:10.48550/arxiv.1906.12239","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.1906.12239","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"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":"article"}],"best_oa_location":{"id":"doi:10.1007/s00165-021-00536-5","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00165-021-00536-5","pdf_url":"https://dl.acm.org/doi/pdf/10.1007/s00165-021-00536-5","source":{"id":"https://openalex.org/S128250343","display_name":"Formal Aspects of Computing","issn_l":"0934-5043","issn":["0934-5043","1433-299X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Formal Aspects of Computing","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16","score":0.6299999952316284}],"awards":[{"id":"https://openalex.org/G6056689326","display_name":null,"funder_award_id":"LEAD Project 1","funder_id":"https://openalex.org/F4320310430","funder_display_name":"TU Graz, Internationale Beziehungen und Mobilit\u00e4tsprogramme"}],"funders":[{"id":"https://openalex.org/F4320310430","display_name":"TU Graz, Internationale Beziehungen und Mobilit\u00e4tsprogramme","ror":"https://ror.org/00d7xrm67"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2955316487.pdf","grobid_xml":"https://content.openalex.org/works/W2955316487.grobid-xml"},"referenced_works_count":61,"referenced_works":["https://openalex.org/W117911312","https://openalex.org/W138290785","https://openalex.org/W138607541","https://openalex.org/W186035943","https://openalex.org/W315890393","https://openalex.org/W349923146","https://openalex.org/W1486103693","https://openalex.org/W1498432697","https://openalex.org/W1502271401","https://openalex.org/W1529010373","https://openalex.org/W1574991981","https://openalex.org/W1665588751","https://openalex.org/W1769343819","https://openalex.org/W1809182522","https://openalex.org/W1810606903","https://openalex.org/W1862398452","https://openalex.org/W1948727931","https://openalex.org/W1974713491","https://openalex.org/W1989445634","https://openalex.org/W1995897489","https://openalex.org/W1999787317","https://openalex.org/W2011762419","https://openalex.org/W2019363670","https://openalex.org/W2035006902","https://openalex.org/W2035364689","https://openalex.org/W2040030484","https://openalex.org/W2043253283","https://openalex.org/W2054652241","https://openalex.org/W2080001594","https://openalex.org/W2082863623","https://openalex.org/W2083808302","https://openalex.org/W2088432971","https://openalex.org/W2103012681","https://openalex.org/W2112640524","https://openalex.org/W2114404258","https://openalex.org/W2138076011","https://openalex.org/W2140606869","https://openalex.org/W2213779776","https://openalex.org/W2278484901","https://openalex.org/W2279944953","https://openalex.org/W2334782222","https://openalex.org/W2406438973","https://openalex.org/W2480820881","https://openalex.org/W2500302530","https://openalex.org/W2583228413","https://openalex.org/W2605248979","https://openalex.org/W2615918556","https://openalex.org/W2883261023","https://openalex.org/W2883361032","https://openalex.org/W2898453745","https://openalex.org/W2946466316","https://openalex.org/W2963778636","https://openalex.org/W2974528425","https://openalex.org/W3105078582","https://openalex.org/W3110642943","https://openalex.org/W4233413206","https://openalex.org/W4238893454","https://openalex.org/W4241372395","https://openalex.org/W4244879671","https://openalex.org/W6607372309","https://openalex.org/W6977287949"],"related_works":["https://openalex.org/W3132992873","https://openalex.org/W1863183850","https://openalex.org/W2151023586","https://openalex.org/W3035481111","https://openalex.org/W1560476830","https://openalex.org/W2146092999","https://openalex.org/W1502083951","https://openalex.org/W3130745071","https://openalex.org/W3081663285","https://openalex.org/W1537765963","https://openalex.org/W2172181758","https://openalex.org/W1606526398","https://openalex.org/W1949548705","https://openalex.org/W1959840315","https://openalex.org/W3126372033","https://openalex.org/W2736091926","https://openalex.org/W1869387585","https://openalex.org/W2135986977","https://openalex.org/W3197309915","https://openalex.org/W2805543359"],"abstract_inverted_index":{"Abstract":[0],"Automata":[1],"learning":[2,24,32,47,70,74,81,157,208,241,255],"techniques":[3,11,48,242],"automatically":[4],"generate":[5],"systemmodels":[6],"fromtest":[7],"observations.":[8],"Typically,":[9],"these":[10],"fall":[12],"into":[13],"two":[14],"categories:":[15],"passive":[16,23,240],"and":[17,33,204],"active.":[18],"On":[19,42],"the":[20,29,43,55,63,68,106,113,197,218,244,267,272],"one":[21,60],"hand,":[22,45],"assumes":[25],"no":[26],"interaction":[27],"with":[28,189],"system":[30,40,56,219],"under":[31,57],"uses":[34],"a":[35,109,129,135,163,177,190,206,259],"predetermined":[36],"training":[37,50],"set,":[38],"e.g.,":[39],"logs.":[41],"other":[44],"active":[46,80],"collect":[49],"data":[51],"by":[52,127,213],"actively":[53],"querying":[54],"learning,":[58],"allowing":[59],"to":[61,72,134,196,253],"steer":[62],"discovery":[64],"ofmeaningful":[65],"information":[66,195,212],"about":[67],"systemunder":[69],"leading":[71],"effective":[73],"strategies.":[75],"A":[76],"notable":[77],"example":[78],"of":[79,108,118,132,158,165,217,227,247,262],"technique":[82],"for":[83],"regular":[84,121],"languages":[85],"is":[86],"Angluin\u2019s":[87],"<mml:math":[88,97,123,139,149],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\">":[89,98,124,140,150],"<mml:msup>":[90,99,151],"<mml:mi>L</mml:mi>":[91,100,125,141,152],"<mml:mo>\u2217</mml:mo>":[92,101,153],"</mml:msup>":[93,102,154],"</mml:math>":[94,103,126,142,155],"-algorithm.":[95],"The":[96],"-algorithm":[104],"describes":[105],"strategy":[107],"student":[110],"who":[111,137,192],"learns":[112,266],"minimal":[114],"deterministic":[115,159],"finite":[116],"automaton":[117],"an":[119,170,173,186,225],"unknown":[120],"language":[122],"asking":[128],"succinct":[130],"number":[131,261],"queries":[133],"teacher":[136,191],"knows":[138],".":[143],"In":[144,251],"this":[145,181,202],"work,":[146],"we":[147,183,200],"study":[148],"-based":[156],"Markov":[160,166],"decision":[161,167],"processes,":[162],"class":[164],"processes":[168],"where":[169],"observation":[171],"following":[172],"action":[174],"uniquely":[175],"determines":[176],"successor":[178],"state.":[179],"For":[180],"purpose,":[182],"first":[184],"assume":[185,258],"ideal":[187],"setting":[188],"provides":[193],"perfect":[194],"student.":[198],"Then,":[199],"relax":[201],"assumption":[203],"present":[205],"novel":[207],"algorithm":[209,230,265],"that":[210,232],"collects":[211],"sampling":[214],"execution":[215],"traces":[216],"via":[220],"testing.":[221],"Experiments":[222],"performed":[223],"on":[224],"implementation":[226],"our":[228,233,264],"sampling-based":[229],"suggest":[231],"method":[234],"achieves":[235],"better":[236],"accuracy":[237],"than":[238],"state-of-the-art":[239],"using":[243],"same":[245],"amount":[246],"test":[248],"obser":[249],"vations.":[250],"contrast":[252],"existing":[254],"algorithms":[256],"which":[257],"predefined":[260],"states,":[263],"complete":[268],"model":[269],"structure":[270],"including":[271],"state":[273],"space.":[274]},"counts_by_year":[{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2019,"cited_by_count":1}],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2025-10-10T00:00:00"}
