{"id":"https://openalex.org/W4415427962","doi":"https://doi.org/10.3233/faia251375","title":"Combining Heuristics and Transition Classifiers in Classical Planning","display_name":"Combining Heuristics and Transition Classifiers in Classical Planning","publication_year":2025,"publication_date":"2025-10-21","ids":{"openalex":"https://openalex.org/W4415427962","doi":"https://doi.org/10.3233/faia251375"},"language":null,"primary_location":{"id":"doi:10.3233/faia251375","is_oa":true,"landing_page_url":"https://doi.org/10.3233/faia251375","pdf_url":null,"source":{"id":"https://openalex.org/S4210201731","display_name":"Frontiers in artificial intelligence and applications","issn_l":"0922-6389","issn":["0922-6389","1879-8314"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence and Applications","raw_type":"book-chapter"},"type":"book-chapter","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.3233/faia251375","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5120092099","display_name":"Farid Musayev","orcid":null},"institutions":[{"id":"https://openalex.org/I26299570","display_name":"Seitoku University","ror":"https://ror.org/0441s6w50","country_code":"JP","type":"education","lineage":["https://openalex.org/I26299570"]}],"countries":["JP"],"is_corresponding":true,"raw_author_name":"Farid Musayev","raw_affiliation_strings":["Link\u00f6ping University, Sweden. farid.musayev@liu.se, dominik.drexler@liu.se, daniel.gnad@liu.se, jendrik.seipp@liu.se"],"affiliations":[{"raw_affiliation_string":"Link\u00f6ping University, Sweden. farid.musayev@liu.se, dominik.drexler@liu.se, daniel.gnad@liu.se, jendrik.seipp@liu.se","institution_ids":["https://openalex.org/I26299570"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022936950","display_name":"Dominik Drexler","orcid":"https://orcid.org/0000-0002-1350-2144"},"institutions":[{"id":"https://openalex.org/I26299570","display_name":"Seitoku University","ror":"https://ror.org/0441s6w50","country_code":"JP","type":"education","lineage":["https://openalex.org/I26299570"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Dominik Drexler","raw_affiliation_strings":["Link\u00f6ping University, Sweden. farid.musayev@liu.se, dominik.drexler@liu.se, daniel.gnad@liu.se, jendrik.seipp@liu.se"],"affiliations":[{"raw_affiliation_string":"Link\u00f6ping University, Sweden. farid.musayev@liu.se, dominik.drexler@liu.se, daniel.gnad@liu.se, jendrik.seipp@liu.se","institution_ids":["https://openalex.org/I26299570"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088566339","display_name":"Daniel Gnad","orcid":"https://orcid.org/0000-0001-7434-2669"},"institutions":[{"id":"https://openalex.org/I26299570","display_name":"Seitoku University","ror":"https://ror.org/0441s6w50","country_code":"JP","type":"education","lineage":["https://openalex.org/I26299570"]},{"id":"https://openalex.org/I223822909","display_name":"Heidelberg University","ror":"https://ror.org/038t36y30","country_code":"DE","type":"education","lineage":["https://openalex.org/I223822909"]}],"countries":["DE","JP"],"is_corresponding":false,"raw_author_name":"Daniel Gnad","raw_affiliation_strings":["Heidelberg University, Germany","Link\u00f6ping University, Sweden. farid.musayev@liu.se, dominik.drexler@liu.se, daniel.gnad@liu.se, jendrik.seipp@liu.se"],"affiliations":[{"raw_affiliation_string":"Heidelberg University, Germany","institution_ids":["https://openalex.org/I223822909"]},{"raw_affiliation_string":"Link\u00f6ping University, Sweden. farid.musayev@liu.se, dominik.drexler@liu.se, daniel.gnad@liu.se, jendrik.seipp@liu.se","institution_ids":["https://openalex.org/I26299570"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5031089257","display_name":"Jendrik Seipp","orcid":"https://orcid.org/0000-0002-2498-8020"},"institutions":[{"id":"https://openalex.org/I26299570","display_name":"Seitoku University","ror":"https://ror.org/0441s6w50","country_code":"JP","type":"education","lineage":["https://openalex.org/I26299570"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Jendrik Seipp","raw_affiliation_strings":["Link\u00f6ping University, Sweden. farid.musayev@liu.se, dominik.drexler@liu.se, daniel.gnad@liu.se, jendrik.seipp@liu.se"],"affiliations":[{"raw_affiliation_string":"Link\u00f6ping University, Sweden. farid.musayev@liu.se, dominik.drexler@liu.se, daniel.gnad@liu.se, jendrik.seipp@liu.se","institution_ids":["https://openalex.org/I26299570"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5120092099"],"corresponding_institution_ids":["https://openalex.org/I26299570"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.50342275,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10906","display_name":"AI-based Problem Solving and Planning","score":0.9361000061035156,"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/T10906","display_name":"AI-based Problem Solving and Planning","score":0.9361000061035156,"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/heuristics","display_name":"Heuristics","score":0.8503999710083008},{"id":"https://openalex.org/keywords/automated-planning-and-scheduling","display_name":"Automated planning and scheduling","score":0.503600001335144},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.4993000030517578},{"id":"https://openalex.org/keywords/simple","display_name":"Simple (philosophy)","score":0.4982999861240387},{"id":"https://openalex.org/keywords/transition","display_name":"Transition (genetics)","score":0.4731000065803528},{"id":"https://openalex.org/keywords/domain-knowledge","display_name":"Domain knowledge","score":0.3598000109195709}],"concepts":[{"id":"https://openalex.org/C127705205","wikidata":"https://www.wikidata.org/wiki/Q5748245","display_name":"Heuristics","level":2,"score":0.8503999710083008},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7095000147819519},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6122000217437744},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5824000239372253},{"id":"https://openalex.org/C114073186","wikidata":"https://www.wikidata.org/wiki/Q2631895","display_name":"Automated planning and scheduling","level":2,"score":0.503600001335144},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.4993000030517578},{"id":"https://openalex.org/C2780586882","wikidata":"https://www.wikidata.org/wiki/Q7520643","display_name":"Simple (philosophy)","level":2,"score":0.4982999861240387},{"id":"https://openalex.org/C194232998","wikidata":"https://www.wikidata.org/wiki/Q1606712","display_name":"Transition (genetics)","level":3,"score":0.4731000065803528},{"id":"https://openalex.org/C207685749","wikidata":"https://www.wikidata.org/wiki/Q2088941","display_name":"Domain knowledge","level":2,"score":0.3598000109195709},{"id":"https://openalex.org/C173801870","wikidata":"https://www.wikidata.org/wiki/Q201413","display_name":"Heuristic","level":2,"score":0.34470000863075256},{"id":"https://openalex.org/C114289077","wikidata":"https://www.wikidata.org/wiki/Q3284399","display_name":"Statistical model","level":2,"score":0.27250000834465027},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.26510000228881836}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.3233/faia251375","is_oa":true,"landing_page_url":"https://doi.org/10.3233/faia251375","pdf_url":null,"source":{"id":"https://openalex.org/S4210201731","display_name":"Frontiers in artificial intelligence and applications","issn_l":"0922-6389","issn":["0922-6389","1879-8314"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence and Applications","raw_type":"book-chapter"}],"best_oa_location":{"id":"doi:10.3233/faia251375","is_oa":true,"landing_page_url":"https://doi.org/10.3233/faia251375","pdf_url":null,"source":{"id":"https://openalex.org/S4210201731","display_name":"Frontiers in artificial intelligence and applications","issn_l":"0922-6389","issn":["0922-6389","1879-8314"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence and Applications","raw_type":"book-chapter"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Recent":[0],"work":[1],"on":[2,10],"learning":[3,57,63],"for":[4,56,74],"classical":[5,91],"planning":[6,47],"has":[7,23],"primarily":[8],"focused":[9],"exclusively":[11],"employing":[12],"the":[13,36,79],"learned":[14,41,76,109],"heuristics":[15,92],"or":[16],"policies.":[17],"However,":[18],"no":[19],"purely":[20],"learning-based":[21,122],"method":[22],"consistently":[24],"outperformed":[25],"state-of-the-art":[26,83,119],"planners":[27],"to":[28,35,97,111],"date.":[29],"To":[30],"address":[31],"this,":[32],"we":[33,70],"return":[34],"research":[37],"paradigm":[38],"that":[39,89],"integrates":[40],"domain":[42],"knowledge":[43,110],"with":[44,78,93,108],"traditional,":[45],"non-learned":[46,84],"techniques.":[48],"We":[49],"propose":[50],"a":[51,82],"novel":[52],"and":[53,121],"simple":[54],"approach":[55],"transition":[58,94],"classifiers,":[59],"using":[60],"tree-based":[61],"statistical":[62],"over":[64],"description":[65],"logic":[66],"features.":[67],"In":[68],"experiments,":[69],"evaluate":[71],"various":[72],"strategies":[73],"integrating":[75],"classifiers":[77,95],"FF":[80],"heuristic,":[81],"heuristic.":[85],"Our":[86],"results":[87],"demonstrate":[88],"augmenting":[90],"leads":[96],"substantial":[98],"performance":[99],"improvements.":[100],"The":[101],"strongest":[102],"variant":[103],"combines":[104],"classifier-based":[105],"lookahead":[106],"search":[107],"avoid":[112],"transitions":[113],"into":[114],"unsolvable":[115],"states,":[116],"frequently":[117],"outperforming":[118],"traditional":[120],"planners.":[123]},"counts_by_year":[],"updated_date":"2026-03-07T16:01:11.037858","created_date":"2025-10-24T00:00:00"}