{"id":"https://openalex.org/W7117976791","doi":"https://doi.org/10.1007/978-3-032-09192-5_3","title":"Learning to\u00a0Repair Infeasible$$^*$$ Problems with\u00a0Deep Reinforcement Learning on\u00a0Graphs","display_name":"Learning to\u00a0Repair Infeasible$$^*$$ Problems with\u00a0Deep Reinforcement Learning on\u00a0Graphs","publication_year":2026,"publication_date":"2026-01-01","ids":{"openalex":"https://openalex.org/W7117976791","doi":"https://doi.org/10.1007/978-3-032-09192-5_3"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-032-09192-5_3","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-032-09192-5_3","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":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5038853476","display_name":"Mehdi Zouitine","orcid":null},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I17866349","display_name":"Universit\u00e9 F\u00e9d\u00e9rale de Toulouse Midi-Pyr\u00e9n\u00e9es","ror":"https://ror.org/004raaa70","country_code":"FR","type":"education","lineage":["https://openalex.org/I17866349"]},{"id":"https://openalex.org/I4210098964","display_name":"Toulouse Mathematics Institute","ror":null,"country_code":"FR","type":null,"lineage":["https://openalex.org/I4210098964"]},{"id":"https://openalex.org/I4210101176","display_name":"IRT M2P","ror":"https://ror.org/0199zgv94","country_code":"FR","type":"facility","lineage":["https://openalex.org/I4210101176"]},{"id":"https://openalex.org/I4394709072","display_name":"IRT Saint Exup\u00e9ry","ror":"https://ror.org/01qew1n19","country_code":null,"type":"nonprofit","lineage":["https://openalex.org/I4394709072"]}],"countries":["FR"],"is_corresponding":true,"raw_author_name":"M. Zouitine","raw_affiliation_strings":["IRT Saint Exup\u00e9ry, Toulouse, France","Institut de Math\u00e9matiques de Toulouse, UMR5219, Universit\u00e9 de Toulouse, CNRS, UT2J, F-31058, Toulouse, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"IRT Saint Exup\u00e9ry, Toulouse, France","institution_ids":["https://openalex.org/I4210101176","https://openalex.org/I4394709072"]},{"raw_affiliation_string":"Institut de Math\u00e9matiques de Toulouse, UMR5219, Universit\u00e9 de Toulouse, CNRS, UT2J, F-31058, Toulouse, France","institution_ids":["https://openalex.org/I4210098964","https://openalex.org/I17866349","https://openalex.org/I1294671590"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058626947","display_name":"Ahmad Berjaoui","orcid":"https://orcid.org/0000-0002-3930-1543"},"institutions":[{"id":"https://openalex.org/I4210101176","display_name":"IRT M2P","ror":"https://ror.org/0199zgv94","country_code":"FR","type":"facility","lineage":["https://openalex.org/I4210101176"]},{"id":"https://openalex.org/I4394709072","display_name":"IRT Saint Exup\u00e9ry","ror":"https://ror.org/01qew1n19","country_code":null,"type":"nonprofit","lineage":["https://openalex.org/I4394709072"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"A. Berjaoui","raw_affiliation_strings":["IRT Saint Exup\u00e9ry, Toulouse, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"IRT Saint Exup\u00e9ry, Toulouse, France","institution_ids":["https://openalex.org/I4210101176","https://openalex.org/I4394709072"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010749331","display_name":"Agn\u00e8s Lagnoux","orcid":"https://orcid.org/0000-0002-6841-5814"},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I17866349","display_name":"Universit\u00e9 F\u00e9d\u00e9rale de Toulouse Midi-Pyr\u00e9n\u00e9es","ror":"https://ror.org/004raaa70","country_code":"FR","type":"education","lineage":["https://openalex.org/I17866349"]},{"id":"https://openalex.org/I3131550300","display_name":"Universit\u00e9 Toulouse-I-Capitole","ror":"https://ror.org/0443n9e75","country_code":"FR","type":"education","lineage":["https://openalex.org/I3131550300"]},{"id":"https://openalex.org/I4210098964","display_name":"Toulouse Mathematics Institute","ror":null,"country_code":"FR","type":null,"lineage":["https://openalex.org/I4210098964"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"A. Lagnoux","raw_affiliation_strings":["Institut de Math\u00e9matiques de Toulouse, UMR5219, Universit\u00e9 de Toulouse, CNRS, UT2J, F-31058, Toulouse, France","UT3, F-31062, Toulouse, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institut de Math\u00e9matiques de Toulouse, UMR5219, Universit\u00e9 de Toulouse, CNRS, UT2J, F-31058, Toulouse, France","institution_ids":["https://openalex.org/I4210098964","https://openalex.org/I17866349","https://openalex.org/I1294671590"]},{"raw_affiliation_string":"UT3, F-31062, Toulouse, France","institution_ids":["https://openalex.org/I17866349","https://openalex.org/I3131550300"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5121785073","display_name":"C. Pellegrini","orcid":null},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I17866349","display_name":"Universit\u00e9 F\u00e9d\u00e9rale de Toulouse Midi-Pyr\u00e9n\u00e9es","ror":"https://ror.org/004raaa70","country_code":"FR","type":"education","lineage":["https://openalex.org/I17866349"]},{"id":"https://openalex.org/I3131550300","display_name":"Universit\u00e9 Toulouse-I-Capitole","ror":"https://ror.org/0443n9e75","country_code":"FR","type":"education","lineage":["https://openalex.org/I3131550300"]},{"id":"https://openalex.org/I4210098964","display_name":"Toulouse Mathematics Institute","ror":null,"country_code":"FR","type":null,"lineage":["https://openalex.org/I4210098964"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"C. Pellegrini","raw_affiliation_strings":["Institut de Math\u00e9matiques de Toulouse, UMR5219, Universit\u00e9 de Toulouse, CNRS, UT2J, F-31058, Toulouse, France","UT3, F-31062, Toulouse, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institut de Math\u00e9matiques de Toulouse, UMR5219, Universit\u00e9 de Toulouse, CNRS, UT2J, F-31058, Toulouse, France","institution_ids":["https://openalex.org/I4210098964","https://openalex.org/I17866349","https://openalex.org/I1294671590"]},{"raw_affiliation_string":"UT3, F-31062, Toulouse, France","institution_ids":["https://openalex.org/I17866349","https://openalex.org/I3131550300"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5049708660","display_name":"Emmanuel Rachelson","orcid":"https://orcid.org/0000-0002-8559-1617"},"institutions":[{"id":"https://openalex.org/I193033237","display_name":"Institut Superieur de l'Aeronautique et de l'Espace (ISAE-SUPAERO)","ror":"https://ror.org/04gyj6s21","country_code":"FR","type":"education","lineage":["https://openalex.org/I193033237"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"E. Rachelson","raw_affiliation_strings":["ISAE-SUPAERO, Toulouse, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ISAE-SUPAERO, Toulouse, France","institution_ids":["https://openalex.org/I193033237"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5038853476"],"corresponding_institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I17866349","https://openalex.org/I4210098964","https://openalex.org/I4210101176","https://openalex.org/I4394709072"],"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":0.04883589,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"31","last_page":"47"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11596","display_name":"Constraint Satisfaction and Optimization","score":0.4661000072956085,"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"}},"topics":[{"id":"https://openalex.org/T11596","display_name":"Constraint Satisfaction and Optimization","score":0.4661000072956085,"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/T10462","display_name":"Reinforcement Learning in Robotics","score":0.07609999924898148,"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/T10374","display_name":"Advanced Graph Theory Research","score":0.03819999843835831,"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/reinforcement-learning","display_name":"Reinforcement learning","score":0.7218999862670898},{"id":"https://openalex.org/keywords/constraint-satisfaction-problem","display_name":"Constraint satisfaction problem","score":0.6628000140190125},{"id":"https://openalex.org/keywords/heuristics","display_name":"Heuristics","score":0.6092000007629395},{"id":"https://openalex.org/keywords/bipartite-graph","display_name":"Bipartite graph","score":0.5989000201225281},{"id":"https://openalex.org/keywords/constraint-satisfaction","display_name":"Constraint satisfaction","score":0.5212000012397766},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.4927999973297119},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.4788999855518341},{"id":"https://openalex.org/keywords/satisfiability","display_name":"Satisfiability","score":0.43849998712539673}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7972999811172485},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.7218999862670898},{"id":"https://openalex.org/C199622910","wikidata":"https://www.wikidata.org/wiki/Q1128326","display_name":"Constraint satisfaction problem","level":3,"score":0.6628000140190125},{"id":"https://openalex.org/C127705205","wikidata":"https://www.wikidata.org/wiki/Q5748245","display_name":"Heuristics","level":2,"score":0.6092000007629395},{"id":"https://openalex.org/C197657726","wikidata":"https://www.wikidata.org/wiki/Q174733","display_name":"Bipartite graph","level":3,"score":0.5989000201225281},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5637999773025513},{"id":"https://openalex.org/C44616089","wikidata":"https://www.wikidata.org/wiki/Q30158686","display_name":"Constraint satisfaction","level":3,"score":0.5212000012397766},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.4927999973297119},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.4788999855518341},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.46239998936653137},{"id":"https://openalex.org/C168773769","wikidata":"https://www.wikidata.org/wiki/Q1350299","display_name":"Satisfiability","level":2,"score":0.43849998712539673},{"id":"https://openalex.org/C66746571","wikidata":"https://www.wikidata.org/wiki/Q1134833","display_name":"ENCODE","level":3,"score":0.4357999861240387},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.3901999890804291},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.34700000286102295},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.3443000018596649},{"id":"https://openalex.org/C173404611","wikidata":"https://www.wikidata.org/wiki/Q528588","display_name":"Constraint programming","level":3,"score":0.3434000015258789},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.33090001344680786},{"id":"https://openalex.org/C6943359","wikidata":"https://www.wikidata.org/wiki/Q875276","display_name":"Boolean satisfiability problem","level":2,"score":0.3271999955177307},{"id":"https://openalex.org/C59404180","wikidata":"https://www.wikidata.org/wiki/Q17013334","display_name":"Feature learning","level":2,"score":0.3154999911785126},{"id":"https://openalex.org/C146380142","wikidata":"https://www.wikidata.org/wiki/Q1137726","display_name":"Directed graph","level":2,"score":0.305400013923645},{"id":"https://openalex.org/C2776036281","wikidata":"https://www.wikidata.org/wiki/Q48769818","display_name":"Constraint (computer-aided design)","level":2,"score":0.29739999771118164},{"id":"https://openalex.org/C2984842247","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep neural networks","level":3,"score":0.28940001130104065},{"id":"https://openalex.org/C178481205","wikidata":"https://www.wikidata.org/wiki/Q5164372","display_name":"Constraint graph","level":5,"score":0.2827000021934509},{"id":"https://openalex.org/C137836250","wikidata":"https://www.wikidata.org/wiki/Q984063","display_name":"Optimization problem","level":2,"score":0.2750999927520752},{"id":"https://openalex.org/C176783269","wikidata":"https://www.wikidata.org/wiki/Q5164378","display_name":"Constraint logic programming","level":4,"score":0.250900000333786}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/978-3-032-09192-5_3","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-032-09192-5_3","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"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":18,"referenced_works":["https://openalex.org/W1490651050","https://openalex.org/W1505051593","https://openalex.org/W1581661059","https://openalex.org/W1971044761","https://openalex.org/W1971697593","https://openalex.org/W2020169768","https://openalex.org/W2029688740","https://openalex.org/W2082030917","https://openalex.org/W2113369973","https://openalex.org/W2809729522","https://openalex.org/W2963956318","https://openalex.org/W2990722480","https://openalex.org/W2995373617","https://openalex.org/W3003257820","https://openalex.org/W4240373840","https://openalex.org/W4382317913","https://openalex.org/W4385764426","https://openalex.org/W4399049271"],"related_works":[],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-06-13T06:13:01.061226","created_date":"2026-01-02T00:00:00"}
