{"id":"https://openalex.org/W4414703303","doi":"https://doi.org/10.1007/978-3-032-05792-1_8","title":"PyDSMC: Statistical Model Checking for\u00a0Neural Agents Using the\u00a0Gymnasium Interface","display_name":"PyDSMC: Statistical Model Checking for\u00a0Neural Agents Using the\u00a0Gymnasium Interface","publication_year":2025,"publication_date":"2025-10-01","ids":{"openalex":"https://openalex.org/W4414703303","doi":"https://doi.org/10.1007/978-3-032-05792-1_8"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-032-05792-1_8","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-032-05792-1_8","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"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":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"type":"book-chapter","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://research.utwente.nl/en/publications/bc8c68aa-6161-4c84-8066-daea8e945c7a","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5033310691","display_name":"Timo P. Gros","orcid":"https://orcid.org/0000-0002-1100-1952"},"institutions":[{"id":"https://openalex.org/I33256026","display_name":"German Research Centre for Artificial Intelligence","ror":"https://ror.org/01ayc5b57","country_code":"DE","type":"funder","lineage":["https://openalex.org/I33256026"]},{"id":"https://openalex.org/I91712215","display_name":"Saarland University","ror":"https://ror.org/01jdpyv68","country_code":"DE","type":"education","lineage":["https://openalex.org/I91712215"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Timo P. Gros","raw_affiliation_strings":["German Research Center for Artificial Intelligence (DFKI), Saarbr\u00fccken, Germany","Saarland University, Saarland Informatics Campus, Saarbr\u00fccken, Germany"],"affiliations":[{"raw_affiliation_string":"German Research Center for Artificial Intelligence (DFKI), Saarbr\u00fccken, Germany","institution_ids":["https://openalex.org/I33256026"]},{"raw_affiliation_string":"Saarland University, Saarland Informatics Campus, Saarbr\u00fccken, Germany","institution_ids":["https://openalex.org/I91712215"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007673197","display_name":"Arnd Hartmanns","orcid":"https://orcid.org/0000-0003-3268-8674"},"institutions":[{"id":"https://openalex.org/I94624287","display_name":"University of Twente","ror":"https://ror.org/006hf6230","country_code":"NL","type":"education","lineage":["https://openalex.org/I94624287"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Arnd Hartmanns","raw_affiliation_strings":["University of Twente, Enschede, The Netherlands"],"affiliations":[{"raw_affiliation_string":"University of Twente, Enschede, The Netherlands","institution_ids":["https://openalex.org/I94624287"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5119795483","display_name":"Ivo Hoese","orcid":null},"institutions":[{"id":"https://openalex.org/I91712215","display_name":"Saarland University","ror":"https://ror.org/01jdpyv68","country_code":"DE","type":"education","lineage":["https://openalex.org/I91712215"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Ivo Hoese","raw_affiliation_strings":["Saarland University, Saarland Informatics Campus, Saarbr\u00fccken, Germany"],"affiliations":[{"raw_affiliation_string":"Saarland University, Saarland Informatics Campus, Saarbr\u00fccken, Germany","institution_ids":["https://openalex.org/I91712215"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015897091","display_name":"Joshua Meyer","orcid":"https://orcid.org/0009-0009-8703-1136"},"institutions":[{"id":"https://openalex.org/I33256026","display_name":"German Research Centre for Artificial Intelligence","ror":"https://ror.org/01ayc5b57","country_code":"DE","type":"funder","lineage":["https://openalex.org/I33256026"]},{"id":"https://openalex.org/I91712215","display_name":"Saarland University","ror":"https://ror.org/01jdpyv68","country_code":"DE","type":"education","lineage":["https://openalex.org/I91712215"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Joshua Meyer","raw_affiliation_strings":["German Research Center for Artificial Intelligence (DFKI), Saarbr\u00fccken, Germany","Saarland University, Saarland Informatics Campus, Saarbr\u00fccken, Germany"],"affiliations":[{"raw_affiliation_string":"German Research Center for Artificial Intelligence (DFKI), Saarbr\u00fccken, Germany","institution_ids":["https://openalex.org/I33256026"]},{"raw_affiliation_string":"Saarland University, Saarland Informatics Campus, Saarbr\u00fccken, Germany","institution_ids":["https://openalex.org/I91712215"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090443322","display_name":"N. M\u00fcller","orcid":"https://orcid.org/0000-0002-5932-3395"},"institutions":[{"id":"https://openalex.org/I33256026","display_name":"German Research Centre for Artificial Intelligence","ror":"https://ror.org/01ayc5b57","country_code":"DE","type":"funder","lineage":["https://openalex.org/I33256026"]},{"id":"https://openalex.org/I91712215","display_name":"Saarland University","ror":"https://ror.org/01jdpyv68","country_code":"DE","type":"education","lineage":["https://openalex.org/I91712215"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Nicola J. M\u00fcller","raw_affiliation_strings":["German Research Center for Artificial Intelligence (DFKI), Saarbr\u00fccken, Germany","Saarland University, Saarland Informatics Campus, Saarbr\u00fccken, Germany"],"affiliations":[{"raw_affiliation_string":"German Research Center for Artificial Intelligence (DFKI), Saarbr\u00fccken, Germany","institution_ids":["https://openalex.org/I33256026"]},{"raw_affiliation_string":"Saarland University, Saarland Informatics Campus, Saarbr\u00fccken, Germany","institution_ids":["https://openalex.org/I91712215"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5089228948","display_name":"Verena Wolf","orcid":"https://orcid.org/0000-0001-8460-6007"},"institutions":[{"id":"https://openalex.org/I33256026","display_name":"German Research Centre for Artificial Intelligence","ror":"https://ror.org/01ayc5b57","country_code":"DE","type":"funder","lineage":["https://openalex.org/I33256026"]},{"id":"https://openalex.org/I91712215","display_name":"Saarland University","ror":"https://ror.org/01jdpyv68","country_code":"DE","type":"education","lineage":["https://openalex.org/I91712215"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Verena Wolf","raw_affiliation_strings":["German Research Center for Artificial Intelligence (DFKI), Saarbr\u00fccken, Germany","Saarland University, Saarland Informatics Campus, Saarbr\u00fccken, Germany"],"affiliations":[{"raw_affiliation_string":"German Research Center for Artificial Intelligence (DFKI), Saarbr\u00fccken, Germany","institution_ids":["https://openalex.org/I33256026"]},{"raw_affiliation_string":"Saarland University, Saarland Informatics Campus, Saarbr\u00fccken, Germany","institution_ids":["https://openalex.org/I91712215"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5033310691"],"corresponding_institution_ids":["https://openalex.org/I33256026","https://openalex.org/I91712215"],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.62566504,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"134","last_page":"156"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10142","display_name":"Formal Methods in Verification","score":0.9970999956130981,"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":0.9970999956130981,"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/T10462","display_name":"Reinforcement Learning in Robotics","score":0.9965000152587891,"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/T12072","display_name":"Machine Learning and Algorithms","score":0.9932000041007996,"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/python","display_name":"Python (programming language)","score":0.6905999779701233},{"id":"https://openalex.org/keywords/model-checking","display_name":"Model checking","score":0.6151000261306763},{"id":"https://openalex.org/keywords/statistical-model","display_name":"Statistical model","score":0.5365999937057495},{"id":"https://openalex.org/keywords/interface","display_name":"Interface (matter)","score":0.5062000155448914},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.4950999915599823},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4936999976634979},{"id":"https://openalex.org/keywords/formal-verification","display_name":"Formal verification","score":0.37139999866485596}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.899399995803833},{"id":"https://openalex.org/C519991488","wikidata":"https://www.wikidata.org/wiki/Q28865","display_name":"Python (programming language)","level":2,"score":0.6905999779701233},{"id":"https://openalex.org/C110251889","wikidata":"https://www.wikidata.org/wiki/Q1569697","display_name":"Model checking","level":2,"score":0.6151000261306763},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6097000241279602},{"id":"https://openalex.org/C114289077","wikidata":"https://www.wikidata.org/wiki/Q3284399","display_name":"Statistical model","level":2,"score":0.5365999937057495},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5264000296592712},{"id":"https://openalex.org/C113843644","wikidata":"https://www.wikidata.org/wiki/Q901882","display_name":"Interface (matter)","level":4,"score":0.5062000155448914},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.4950999915599823},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4936999976634979},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.4108000099658966},{"id":"https://openalex.org/C111498074","wikidata":"https://www.wikidata.org/wiki/Q173326","display_name":"Formal verification","level":2,"score":0.37139999866485596},{"id":"https://openalex.org/C2986587452","wikidata":"https://www.wikidata.org/wiki/Q938438","display_name":"Statistical analysis","level":2,"score":0.36910000443458557},{"id":"https://openalex.org/C75606506","wikidata":"https://www.wikidata.org/wiki/Q1049183","display_name":"Formal methods","level":2,"score":0.3465000092983246},{"id":"https://openalex.org/C87007009","wikidata":"https://www.wikidata.org/wiki/Q210832","display_name":"Statistical hypothesis testing","level":2,"score":0.295199990272522},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.290800005197525},{"id":"https://openalex.org/C116253237","wikidata":"https://www.wikidata.org/wiki/Q1437424","display_name":"Formal specification","level":2,"score":0.28200000524520874},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.26249998807907104},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.257999986410141},{"id":"https://openalex.org/C89505385","wikidata":"https://www.wikidata.org/wiki/Q47146","display_name":"User interface","level":2,"score":0.2572000026702881},{"id":"https://openalex.org/C2781020372","wikidata":"https://www.wikidata.org/wiki/Q533093","display_name":"On the fly","level":2,"score":0.2567000091075897}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/978-3-032-05792-1_8","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-032-05792-1_8","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"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":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},{"id":"pmh:oai:ris.utwente.nl:openaire/bc8c68aa-6161-4c84-8066-daea8e945c7a","is_oa":true,"landing_page_url":"https://research.utwente.nl/en/publications/bc8c68aa-6161-4c84-8066-daea8e945c7a","pdf_url":null,"source":{"id":"https://openalex.org/S4406922991","display_name":"University of Twente Research Information","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Gros, T P, Hartmanns, A, Hoese, I, Meyer, J, M\u00fcller, N J & Wolf, V 2026, PyDSMC : Statistical Model Checking for\u00a0Neural Agents Using the\u00a0Gymnasium Interface. in P Prabhakar & A Vandin (eds), Quantitative Evaluation of Systems and Formal Modeling and Analysis of Timed Systems : Second International Joint Conference, QEST+FORMATS 2025, Proceedings. 1 edn, Lecture Notes in Computer Science, vol. 16143 LNCS, Springer, Cham, pp. 134-156, 2nd International Joint Conference on Quantitative Evaluation of Systems and Formal Modeling and Analysis of Timed Systems, QEST+FORMATS 2025, Aarhus, Denmark, 26/08/25. https://doi.org/10.1007/978-3-032-05792-1_8","raw_type":"info:eu-repo/semantics/publishedVersion"}],"best_oa_location":{"id":"pmh:oai:ris.utwente.nl:openaire/bc8c68aa-6161-4c84-8066-daea8e945c7a","is_oa":true,"landing_page_url":"https://research.utwente.nl/en/publications/bc8c68aa-6161-4c84-8066-daea8e945c7a","pdf_url":null,"source":{"id":"https://openalex.org/S4406922991","display_name":"University of Twente Research Information","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Gros, T P, Hartmanns, A, Hoese, I, Meyer, J, M\u00fcller, N J & Wolf, V 2026, PyDSMC : Statistical Model Checking for\u00a0Neural Agents Using the\u00a0Gymnasium Interface. in P Prabhakar & A Vandin (eds), Quantitative Evaluation of Systems and Formal Modeling and Analysis of Timed Systems : Second International Joint Conference, QEST+FORMATS 2025, Proceedings. 1 edn, Lecture Notes in Computer Science, vol. 16143 LNCS, Springer, Cham, pp. 134-156, 2nd International Joint Conference on Quantitative Evaluation of Systems and Formal Modeling and Analysis of Timed Systems, QEST+FORMATS 2025, Aarhus, Denmark, 26/08/25. https://doi.org/10.1007/978-3-032-05792-1_8","raw_type":"info:eu-repo/semantics/publishedVersion"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":47,"referenced_works":["https://openalex.org/W275084143","https://openalex.org/W1489725951","https://openalex.org/W1862398452","https://openalex.org/W1988645907","https://openalex.org/W2000830638","https://openalex.org/W2025533349","https://openalex.org/W2097452095","https://openalex.org/W2145339207","https://openalex.org/W2150468603","https://openalex.org/W2158782408","https://openalex.org/W2576017016","https://openalex.org/W2593267253","https://openalex.org/W2598014203","https://openalex.org/W2761873684","https://openalex.org/W2787596386","https://openalex.org/W2803993242","https://openalex.org/W2905342215","https://openalex.org/W2910893262","https://openalex.org/W2963575966","https://openalex.org/W2979249584","https://openalex.org/W2982316857","https://openalex.org/W2996037775","https://openalex.org/W2999044305","https://openalex.org/W3015082424","https://openalex.org/W3030250248","https://openalex.org/W3035170447","https://openalex.org/W3096351713","https://openalex.org/W3155039249","https://openalex.org/W3194575292","https://openalex.org/W4206151407","https://openalex.org/W4233413206","https://openalex.org/W4290052206","https://openalex.org/W4311354561","https://openalex.org/W4312430549","https://openalex.org/W4313058941","https://openalex.org/W4327810158","https://openalex.org/W4384069847","https://openalex.org/W4394653161","https://openalex.org/W4394666657","https://openalex.org/W4395029224","https://openalex.org/W4399872358","https://openalex.org/W4402355131","https://openalex.org/W4404448323","https://openalex.org/W4405871126","https://openalex.org/W4405871136","https://openalex.org/W4409974401","https://openalex.org/W6891880838"],"related_works":[],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-04-07T14:57:38.498316","created_date":"2025-10-10T00:00:00"}