{"id":"https://openalex.org/W4412544495","doi":"https://doi.org/10.1007/978-3-031-98685-7_7","title":"LearnLib: 10 years later","display_name":"LearnLib: 10 years later","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4412544495","doi":"https://doi.org/10.1007/978-3-031-98685-7_7"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-031-98685-7_7","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-031-98685-7_7","pdf_url":"https://link.springer.com/content/pdf/10.1007/978-3-031-98685-7_7.pdf","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","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":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/978-3-031-98685-7_7.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5085328570","display_name":"Markus Frohme","orcid":"https://orcid.org/0000-0001-6520-2410"},"institutions":[{"id":"https://openalex.org/I200332995","display_name":"TU Dortmund University","ror":"https://ror.org/01k97gp34","country_code":"DE","type":"education","lineage":["https://openalex.org/I200332995"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Markus Frohme","raw_affiliation_strings":["TU Dortmund University, Dortmund, Germany"],"raw_orcid":"https://orcid.org/0000-0001-6520-2410","affiliations":[{"raw_affiliation_string":"TU Dortmund University, Dortmund, Germany","institution_ids":["https://openalex.org/I200332995"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037058130","display_name":"Falk Howar","orcid":"https://orcid.org/0000-0002-9524-4459"},"institutions":[{"id":"https://openalex.org/I200332995","display_name":"TU Dortmund University","ror":"https://ror.org/01k97gp34","country_code":"DE","type":"education","lineage":["https://openalex.org/I200332995"]},{"id":"https://openalex.org/I4210163630","display_name":"Fraunhofer Institute for Software and Systems Engineering","ror":"https://ror.org/058kjq542","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4210163630","https://openalex.org/I4923324"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Falk Howar","raw_affiliation_strings":["Fraunhofer ISST, Dortmund, Germany","TU Dortmund University, Dortmund, Germany"],"raw_orcid":"https://orcid.org/0000-0002-9524-4459","affiliations":[{"raw_affiliation_string":"Fraunhofer ISST, Dortmund, Germany","institution_ids":["https://openalex.org/I4210163630"]},{"raw_affiliation_string":"TU Dortmund University, Dortmund, Germany","institution_ids":["https://openalex.org/I200332995"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5078808456","display_name":"Bernhard Steffen","orcid":"https://orcid.org/0000-0001-9619-1558"},"institutions":[{"id":"https://openalex.org/I200332995","display_name":"TU Dortmund University","ror":"https://ror.org/01k97gp34","country_code":"DE","type":"education","lineage":["https://openalex.org/I200332995"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Bernhard Steffen","raw_affiliation_strings":["TU Dortmund University, Dortmund, Germany"],"raw_orcid":"https://orcid.org/0000-0001-9619-1558","affiliations":[{"raw_affiliation_string":"TU Dortmund University, Dortmund, Germany","institution_ids":["https://openalex.org/I200332995"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5085328570"],"corresponding_institution_ids":["https://openalex.org/I200332995"],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":{"value":5000,"currency":"EUR","value_usd":5392},"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.2934627,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"141","last_page":"160"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12072","display_name":"Machine Learning and Algorithms","score":0.9993000030517578,"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":0.9993000030517578,"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/T11269","display_name":"Algorithms and Data Compression","score":0.9871000051498413,"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/T12002","display_name":"Computability, Logic, AI Algorithms","score":0.9577999711036682,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7824386358261108}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7824386358261108}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/978-3-031-98685-7_7","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-031-98685-7_7","pdf_url":"https://link.springer.com/content/pdf/10.1007/978-3-031-98685-7_7.pdf","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},{"id":"pmh:oai:publica.fraunhofer.de:publica/512444","is_oa":false,"landing_page_url":"https://publica.fraunhofer.de/handle/publica/512444","pdf_url":null,"source":{"id":"https://openalex.org/S4306400318","display_name":"Fraunhofer-Publica (Fraunhofer-Gesellschaft)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4923324","host_organization_name":"Fraunhofer-Gesellschaft","host_organization_lineage":["https://openalex.org/I4923324"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"conference paper"}],"best_oa_location":{"id":"doi:10.1007/978-3-031-98685-7_7","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-031-98685-7_7","pdf_url":"https://link.springer.com/content/pdf/10.1007/978-3-031-98685-7_7.pdf","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320306101","display_name":"National Aeronautics and Space Administration","ror":"https://ror.org/027ka1x80"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4412544495.pdf","grobid_xml":"https://content.openalex.org/works/W4412544495.grobid-xml"},"referenced_works_count":79,"referenced_works":["https://openalex.org/W140384553","https://openalex.org/W186035943","https://openalex.org/W193835496","https://openalex.org/W289958154","https://openalex.org/W315890393","https://openalex.org/W941301462","https://openalex.org/W1482663303","https://openalex.org/W1573881032","https://openalex.org/W1769343819","https://openalex.org/W1864649459","https://openalex.org/W1938383858","https://openalex.org/W1972505764","https://openalex.org/W1989445634","https://openalex.org/W2011762419","https://openalex.org/W2105394284","https://openalex.org/W2134615572","https://openalex.org/W2138076011","https://openalex.org/W2145802904","https://openalex.org/W2151033407","https://openalex.org/W2151780773","https://openalex.org/W2162157640","https://openalex.org/W2220772605","https://openalex.org/W2296086774","https://openalex.org/W2397059035","https://openalex.org/W2493256084","https://openalex.org/W2495729341","https://openalex.org/W2500302530","https://openalex.org/W2527987923","https://openalex.org/W2543156873","https://openalex.org/W2552193262","https://openalex.org/W2561427878","https://openalex.org/W2592306587","https://openalex.org/W2600860451","https://openalex.org/W2615918556","https://openalex.org/W2735911163","https://openalex.org/W2749107309","https://openalex.org/W2789551577","https://openalex.org/W2887644044","https://openalex.org/W2898453745","https://openalex.org/W2911648863","https://openalex.org/W2946955422","https://openalex.org/W2978929516","https://openalex.org/W2980221379","https://openalex.org/W2990686391","https://openalex.org/W3023131782","https://openalex.org/W3027858405","https://openalex.org/W3033227568","https://openalex.org/W3037554454","https://openalex.org/W3046404672","https://openalex.org/W3106539157","https://openalex.org/W3110642943","https://openalex.org/W3120639871","https://openalex.org/W3136212788","https://openalex.org/W3186768679","https://openalex.org/W3190977274","https://openalex.org/W3204234981","https://openalex.org/W3205487340","https://openalex.org/W3206222821","https://openalex.org/W3206503929","https://openalex.org/W3211889063","https://openalex.org/W4206405687","https://openalex.org/W4213293867","https://openalex.org/W4282576055","https://openalex.org/W4297922654","https://openalex.org/W4297922692","https://openalex.org/W4297922696","https://openalex.org/W4312268502","https://openalex.org/W4312345073","https://openalex.org/W4312392614","https://openalex.org/W4317533142","https://openalex.org/W4321230649","https://openalex.org/W4321368781","https://openalex.org/W4366453258","https://openalex.org/W4366721763","https://openalex.org/W4379165283","https://openalex.org/W4387188276","https://openalex.org/W4389095607","https://openalex.org/W4399799540","https://openalex.org/W6906542313"],"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":{"Abstract":[0],"In":[1],"2015,":[2],"LearnLib,":[3,29],"the":[4,12,20,65,90,97,112],"open-source":[5],"framework":[6],"for":[7,96],"active":[8],"automata":[9],"learning,":[10],"received":[11],"prestigious":[13],"CAV":[14],"artifact":[15],"award.":[16],"This":[17,84,103],"paper":[18,85],"presents":[19],"advancements":[21],"made":[22],"since":[23],"then,":[24],"highlighting":[25],"significant":[26],"additions":[27],"to":[28,42,71,80],"including":[30],"state-of-the-art":[31],"algorithms,":[32],"novel":[33],"learning":[34,77,94,99],"paradigms,":[35],"and":[36,44,55,109],"increasingly":[37],"expressive":[38],"models.":[39],"Our":[40],"efforts":[41],"mature":[43],"maintain":[45],"LearnLib":[46],"have":[47],"resulted":[48],"in":[49,61],"its":[50,62],"widespread":[51],"use":[52],"among":[53],"researchers":[54],"practitioners":[56],"alike.":[57],"A":[58],"key":[59],"factor":[60],"success":[63],"is":[64],"achieved":[66],"compositionality":[67],"which":[68],"allows":[69],"users":[70],"effortlessly":[72],"construct":[73],"thousands":[74],"of":[75,92,100,116],"customized":[76],"processes":[78],"tailored":[79],"their":[81],"specific":[82],"requirements.":[83],"illustrates":[86],"these":[87],"features":[88],"through":[89],"development":[91,104],"a":[93],"process":[95],"life-long":[98],"procedural":[101],"systems.":[102],"can":[105],"be":[106],"easily":[107],"replicated":[108],"modified":[110],"using":[111],"latest":[113],"public":[114],"release":[115],"LearnLib.":[117]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}