{"id":"https://openalex.org/W7155905292","doi":"https://doi.org/10.1007/978-3-032-23005-8_10","title":"Revisiting SLIM: Improved Learning Dynamics and\u00a0Model Compactness in\u00a0Symbolic Regression","display_name":"Revisiting SLIM: Improved Learning Dynamics and\u00a0Model Compactness in\u00a0Symbolic Regression","publication_year":2026,"publication_date":"2026-01-01","ids":{"openalex":"https://openalex.org/W7155905292","doi":"https://doi.org/10.1007/978-3-032-23005-8_10"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-032-23005-8_10","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-032-23005-8_10","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/A5134670156","display_name":"Gorka Silva","orcid":null},"institutions":[{"id":"https://openalex.org/I121748325","display_name":"Universidad Complutense de Madrid","ror":"https://ror.org/02p0gd045","country_code":"ES","type":"education","lineage":["https://openalex.org/I121748325"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Gorka Silva","raw_affiliation_strings":["Universidad Complutense de Madrid, Madrid, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universidad Complutense de Madrid, Madrid, Spain","institution_ids":["https://openalex.org/I121748325"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5134743711","display_name":"Lachlan Stewart","orcid":null},"institutions":[{"id":"https://openalex.org/I118347636","display_name":"Australian National University","ror":"https://ror.org/019wvm592","country_code":"AU","type":"education","lineage":["https://openalex.org/I118347636"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Lachlan Stewart","raw_affiliation_strings":["Australian National University, Canberra, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Australian National University, Canberra, Australia","institution_ids":["https://openalex.org/I118347636"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066321928","display_name":"Illya Bakurov","orcid":"https://orcid.org/0000-0002-6458-942X"},"institutions":[{"id":"https://openalex.org/I87216513","display_name":"Michigan State University","ror":"https://ror.org/05hs6h993","country_code":"US","type":"education","lineage":["https://openalex.org/I87216513"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Illya Bakurov","raw_affiliation_strings":["Michigan State University, Milan, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Michigan State University, Milan, USA","institution_ids":["https://openalex.org/I87216513"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5134746417","display_name":"Mauro Castelli","orcid":null},"institutions":[{"id":"https://openalex.org/I83558840","display_name":"Universidade Nova de Lisboa","ror":"https://ror.org/02xankh89","country_code":"PT","type":"education","lineage":["https://openalex.org/I83558840"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Mauro Castelli","raw_affiliation_strings":["NOVA Information Management School (NOVA IMS), Universidade Nova de Lisboa, Campus de Campolide, 1070-312, Lisbon, Portugal"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"NOVA Information Management School (NOVA IMS), Universidade Nova de Lisboa, Campus de Campolide, 1070-312, Lisbon, Portugal","institution_ids":["https://openalex.org/I83558840"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055529709","display_name":"Davide Farinati","orcid":"https://orcid.org/0000-0003-2925-527X"},"institutions":[{"id":"https://openalex.org/I154387261","display_name":"Vita-Salute San Raffaele University","ror":"https://ror.org/01gmqr298","country_code":"IT","type":"education","lineage":["https://openalex.org/I154387261"]},{"id":"https://openalex.org/I4210133214","display_name":"IRCCS Ospedale San Raffaele","ror":"https://ror.org/039zxt351","country_code":"IT","type":"healthcare","lineage":["https://openalex.org/I4210133214","https://openalex.org/I4210153126"]},{"id":"https://openalex.org/I83558840","display_name":"Universidade Nova de Lisboa","ror":"https://ror.org/02xankh89","country_code":"PT","type":"education","lineage":["https://openalex.org/I83558840"]}],"countries":["IT","PT"],"is_corresponding":true,"raw_author_name":"Davide Farinati","raw_affiliation_strings":["Comprehensive Cancer Center/Unit of Urology; URI; IRCCS Ospedale San Raffaele, Milan, Italy","NOVA Information Management School (NOVA IMS), Universidade Nova de Lisboa, Campus de Campolide, 1070-312, Lisbon, Portugal","Vita-Salute San Raffaele University, Milan, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Comprehensive Cancer Center/Unit of Urology; URI; IRCCS Ospedale San Raffaele, Milan, Italy","institution_ids":["https://openalex.org/I4210133214"]},{"raw_affiliation_string":"NOVA Information Management School (NOVA IMS), Universidade Nova de Lisboa, Campus de Campolide, 1070-312, Lisbon, Portugal","institution_ids":["https://openalex.org/I83558840"]},{"raw_affiliation_string":"Vita-Salute San Raffaele University, Milan, Italy","institution_ids":["https://openalex.org/I154387261"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018266929","display_name":"Jos\u00e9 Manuel Mu\u00f1oz Contreras","orcid":null},"institutions":[{"id":"https://openalex.org/I4210090124","display_name":"Tecnol\u00f3gico Nacional de M\u00e9xico","ror":"https://ror.org/00davry38","country_code":"MX","type":"government","lineage":["https://openalex.org/I1302736544","https://openalex.org/I4210090124","https://openalex.org/I4405258672"]},{"id":"https://openalex.org/I4210118730","display_name":"Instituto Tecnol\u00f3gico de Tijuana","ror":"https://ror.org/03dga7879","country_code":"MX","type":"education","lineage":["https://openalex.org/I4210118730"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Jose Manuel Mu\u00f1oz Contreras","raw_affiliation_strings":["Tecnol\u00f3gico Nacional de M\u00e9xico/Instituto Tecnol\u00f3gico de Tijuana, Tijuana, Mexico"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tecnol\u00f3gico Nacional de M\u00e9xico/Instituto Tecnol\u00f3gico de Tijuana, Tijuana, Mexico","institution_ids":["https://openalex.org/I4210118730","https://openalex.org/I4210090124"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5134723100","display_name":"Leonardo Trujillio","orcid":null},"institutions":[{"id":"https://openalex.org/I4210090124","display_name":"Tecnol\u00f3gico Nacional de M\u00e9xico","ror":"https://ror.org/00davry38","country_code":"MX","type":"government","lineage":["https://openalex.org/I1302736544","https://openalex.org/I4210090124","https://openalex.org/I4405258672"]},{"id":"https://openalex.org/I4210118730","display_name":"Instituto Tecnol\u00f3gico de Tijuana","ror":"https://ror.org/03dga7879","country_code":"MX","type":"education","lineage":["https://openalex.org/I4210118730"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Leonardo Trujillio","raw_affiliation_strings":["Tecnol\u00f3gico Nacional de M\u00e9xico/Instituto Tecnol\u00f3gico de Tijuana, Tijuana, Mexico"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tecnol\u00f3gico Nacional de M\u00e9xico/Instituto Tecnol\u00f3gico de Tijuana, Tijuana, Mexico","institution_ids":["https://openalex.org/I4210118730","https://openalex.org/I4210090124"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5056916227","display_name":"Leonardo Vanneschi","orcid":"https://orcid.org/0000-0003-4732-3328"},"institutions":[{"id":"https://openalex.org/I83558840","display_name":"Universidade Nova de Lisboa","ror":"https://ror.org/02xankh89","country_code":"PT","type":"education","lineage":["https://openalex.org/I83558840"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Leonardo Vanneschi","raw_affiliation_strings":["NOVA Information Management School (NOVA IMS), Universidade Nova de Lisboa, Campus de Campolide, 1070-312, Lisbon, Portugal"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"NOVA Information Management School (NOVA IMS), Universidade Nova de Lisboa, Campus de Campolide, 1070-312, Lisbon, Portugal","institution_ids":["https://openalex.org/I83558840"]}]}],"institutions":[],"countries_distinct_count":6,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5055529709"],"corresponding_institution_ids":["https://openalex.org/I154387261","https://openalex.org/I4210133214","https://openalex.org/I83558840"],"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":0.98056537,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"156","last_page":"172"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10775","display_name":"Generative Adversarial Networks and Image Synthesis","score":0.11029999703168869,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T10775","display_name":"Generative Adversarial Networks and Image Synthesis","score":0.11029999703168869,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T11975","display_name":"Evolutionary Algorithms and Applications","score":0.0689999982714653,"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/T11901","display_name":"Bayesian Methods and Mixture Models","score":0.06729999929666519,"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/compact-space","display_name":"Compact space","score":0.6316999793052673},{"id":"https://openalex.org/keywords/dynamics","display_name":"Dynamics (music)","score":0.5547000169754028},{"id":"https://openalex.org/keywords/symbolic-dynamics","display_name":"Symbolic dynamics","score":0.4023999869823456},{"id":"https://openalex.org/keywords/regression-analysis","display_name":"Regression analysis","score":0.398499995470047},{"id":"https://openalex.org/keywords/regression","display_name":"Regression","score":0.39079999923706055},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.3140999972820282},{"id":"https://openalex.org/keywords/symbolic-data-analysis","display_name":"Symbolic data analysis","score":0.29440000653266907}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7498999834060669},{"id":"https://openalex.org/C18648836","wikidata":"https://www.wikidata.org/wiki/Q381892","display_name":"Compact space","level":2,"score":0.6316999793052673},{"id":"https://openalex.org/C145912823","wikidata":"https://www.wikidata.org/wiki/Q113558","display_name":"Dynamics (music)","level":2,"score":0.5547000169754028},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.45879998803138733},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.4065999984741211},{"id":"https://openalex.org/C16101541","wikidata":"https://www.wikidata.org/wiki/Q1350838","display_name":"Symbolic dynamics","level":2,"score":0.4023999869823456},{"id":"https://openalex.org/C152877465","wikidata":"https://www.wikidata.org/wiki/Q208042","display_name":"Regression analysis","level":2,"score":0.398499995470047},{"id":"https://openalex.org/C83546350","wikidata":"https://www.wikidata.org/wiki/Q1139051","display_name":"Regression","level":2,"score":0.39079999923706055},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.34709998965263367},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.3140999972820282},{"id":"https://openalex.org/C65620979","wikidata":"https://www.wikidata.org/wiki/Q7661176","display_name":"Symbolic data analysis","level":2,"score":0.29440000653266907},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.2888999879360199},{"id":"https://openalex.org/C77405623","wikidata":"https://www.wikidata.org/wiki/Q598451","display_name":"System dynamics","level":2,"score":0.2847999930381775},{"id":"https://openalex.org/C28826006","wikidata":"https://www.wikidata.org/wiki/Q33521","display_name":"Applied mathematics","level":1,"score":0.27300000190734863},{"id":"https://openalex.org/C2776400721","wikidata":"https://www.wikidata.org/wiki/Q18171762","display_name":"Symbolic regression","level":3,"score":0.2696000039577484},{"id":"https://openalex.org/C136119220","wikidata":"https://www.wikidata.org/wiki/Q1000660","display_name":"Algebra over a field","level":2,"score":0.2669000029563904},{"id":"https://openalex.org/C48921125","wikidata":"https://www.wikidata.org/wiki/Q10861030","display_name":"Linear regression","level":2,"score":0.26600000262260437},{"id":"https://openalex.org/C2776095079","wikidata":"https://www.wikidata.org/wiki/Q489538","display_name":"The Symbolic","level":2,"score":0.25850000977516174},{"id":"https://openalex.org/C2776085556","wikidata":"https://www.wikidata.org/wiki/Q183361","display_name":"Chen","level":2,"score":0.25200000405311584}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/978-3-032-23005-8_10","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-032-23005-8_10","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":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":26,"referenced_works":["https://openalex.org/W138246980","https://openalex.org/W199024138","https://openalex.org/W1519072852","https://openalex.org/W1795093649","https://openalex.org/W1961482980","https://openalex.org/W1995423934","https://openalex.org/W2019625726","https://openalex.org/W2154876023","https://openalex.org/W2205179672","https://openalex.org/W3037244434","https://openalex.org/W3046457509","https://openalex.org/W3172432450","https://openalex.org/W3216660278","https://openalex.org/W4384007992","https://openalex.org/W4385813880","https://openalex.org/W4387999349","https://openalex.org/W4391654066","https://openalex.org/W4395093945","https://openalex.org/W4399258552","https://openalex.org/W4401108892","https://openalex.org/W4405673665","https://openalex.org/W4408012455","https://openalex.org/W4409674077","https://openalex.org/W4412106732","https://openalex.org/W4412474694","https://openalex.org/W4414310991"],"related_works":[],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-04-29T06:10:49.150238","created_date":"2026-04-28T00:00:00"}