{"id":"https://openalex.org/W4409924315","doi":"https://doi.org/10.1162/artl_a_00471","title":"Flow-Lenia: Emergent Evolutionary Dynamics in Mass Conservative Continuous Cellular Automata","display_name":"Flow-Lenia: Emergent Evolutionary Dynamics in Mass Conservative Continuous Cellular Automata","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4409924315","doi":"https://doi.org/10.1162/artl_a_00471","pmid":"https://pubmed.ncbi.nlm.nih.gov/40298480"},"language":"en","primary_location":{"id":"doi:10.1162/artl_a_00471","is_oa":false,"landing_page_url":"https://doi.org/10.1162/artl_a_00471","pdf_url":null,"source":{"id":"https://openalex.org/S2181302","display_name":"Artificial Life","issn_l":"1064-5462","issn":["1064-5462","1530-9185"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310315718","host_organization_name":"The MIT Press","host_organization_lineage":["https://openalex.org/P4310315718"],"host_organization_lineage_names":["The MIT Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Artificial Life","raw_type":"journal-article"},"type":"article","indexed_in":["arxiv","crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2506.08569","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5046148297","display_name":"Erwan Plantec","orcid":"https://orcid.org/0000-0002-6080-8912"},"institutions":[{"id":"https://openalex.org/I83467386","display_name":"IT University of Copenhagen","ror":"https://ror.org/02309jg23","country_code":"DK","type":"education","lineage":["https://openalex.org/I83467386"]}],"countries":["DK"],"is_corresponding":false,"raw_author_name":"Erwan Plantec","raw_affiliation_strings":["IT University of Copenhagen Robotics, Evolution and Artificial Life Laboratory erpl@itu.dk"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"IT University of Copenhagen Robotics, Evolution and Artificial Life Laboratory erpl@itu.dk","institution_ids":["https://openalex.org/I83467386"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017371385","display_name":"Gautier Hamon","orcid":null},"institutions":[{"id":"https://openalex.org/I15057530","display_name":"Universit\u00e9 de Bordeaux","ror":"https://ror.org/057qpr032","country_code":"FR","type":"education","lineage":["https://openalex.org/I15057530"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Gautier Hamon","raw_affiliation_strings":["Inria Center of the University of Bordeaux Flowers AI & CogSci Lab"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Inria Center of the University of Bordeaux Flowers AI & CogSci Lab","institution_ids":["https://openalex.org/I15057530"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003986370","display_name":"Mayalen Etcheverry","orcid":"https://orcid.org/0000-0001-9568-6081"},"institutions":[{"id":"https://openalex.org/I15057530","display_name":"Universit\u00e9 de Bordeaux","ror":"https://ror.org/057qpr032","country_code":"FR","type":"education","lineage":["https://openalex.org/I15057530"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Mayalen Etcheverry","raw_affiliation_strings":["Inria Center of the University of Bordeaux Flowers AI & CogSci Lab"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Inria Center of the University of Bordeaux Flowers AI & CogSci Lab","institution_ids":["https://openalex.org/I15057530"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090584822","display_name":"Bert Wang-Chak Chan","orcid":"https://orcid.org/0009-0006-5398-9053"},"institutions":[{"id":"https://openalex.org/I1291425158","display_name":"Google (United States)","ror":"https://ror.org/00njsd438","country_code":"US","type":"company","lineage":["https://openalex.org/I1291425158","https://openalex.org/I4210128969"]},{"id":"https://openalex.org/I4210090411","display_name":"Google DeepMind (United Kingdom)","ror":"https://ror.org/00971b260","country_code":"GB","type":"company","lineage":["https://openalex.org/I4210090411","https://openalex.org/I4210128969"]}],"countries":["GB","US"],"is_corresponding":false,"raw_author_name":"Bert Wang-Chak Chan","raw_affiliation_strings":["Google DeepMind"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Google DeepMind","institution_ids":["https://openalex.org/I1291425158","https://openalex.org/I4210090411"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112309835","display_name":"Pierre\u2010Yves Oudeyer","orcid":null},"institutions":[{"id":"https://openalex.org/I15057530","display_name":"Universit\u00e9 de Bordeaux","ror":"https://ror.org/057qpr032","country_code":"FR","type":"education","lineage":["https://openalex.org/I15057530"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Pierre-Yves Oudeyer","raw_affiliation_strings":["Inria Center of the University of Bordeaux Flowers AI & CogSci Lab"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Inria Center of the University of Bordeaux Flowers AI & CogSci Lab","institution_ids":["https://openalex.org/I15057530"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5018010486","display_name":"Cl\u00e9ment Moulin-Frier","orcid":"https://orcid.org/0000-0002-7258-7256"},"institutions":[{"id":"https://openalex.org/I15057530","display_name":"Universit\u00e9 de Bordeaux","ror":"https://ror.org/057qpr032","country_code":"FR","type":"education","lineage":["https://openalex.org/I15057530"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Cl\u00e9ment Moulin-Frier","raw_affiliation_strings":["Inria Center of the University of Bordeaux Flowers AI & CogSci Lab"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Inria Center of the University of Bordeaux Flowers AI & CogSci Lab","institution_ids":["https://openalex.org/I15057530"]}]}],"institutions":[],"countries_distinct_count":4,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.0453,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.78432715,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"31","issue":"2","first_page":"228","last_page":"248"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12162","display_name":"Cellular Automata and Applications","score":0.9994999766349792,"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/T12162","display_name":"Cellular Automata and Applications","score":0.9994999766349792,"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/T12784","display_name":"Modular Robots and Swarm Intelligence","score":0.9696000218391418,"subfield":{"id":"https://openalex.org/subfields/2210","display_name":"Mechanical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11252","display_name":"Evolutionary Game Theory and Cooperation","score":0.9423999786376953,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/cellular-automaton","display_name":"Cellular automaton","score":0.7049481868743896},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7022214531898499},{"id":"https://openalex.org/keywords/creatures","display_name":"Creatures","score":0.6233640909194946},{"id":"https://openalex.org/keywords/artificial-life","display_name":"Artificial life","score":0.47758176922798157},{"id":"https://openalex.org/keywords/evolutionary-dynamics","display_name":"Evolutionary dynamics","score":0.44466981291770935},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.34767186641693115},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.1699931025505066}],"concepts":[{"id":"https://openalex.org/C35527583","wikidata":"https://www.wikidata.org/wiki/Q189156","display_name":"Cellular automaton","level":2,"score":0.7049481868743896},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7022214531898499},{"id":"https://openalex.org/C86792732","wikidata":"https://www.wikidata.org/wiki/Q1416338","display_name":"Creatures","level":3,"score":0.6233640909194946},{"id":"https://openalex.org/C19273510","wikidata":"https://www.wikidata.org/wiki/Q263847","display_name":"Artificial life","level":2,"score":0.47758176922798157},{"id":"https://openalex.org/C171578705","wikidata":"https://www.wikidata.org/wiki/Q5418700","display_name":"Evolutionary dynamics","level":3,"score":0.44466981291770935},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.34767186641693115},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.1699931025505066},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.0},{"id":"https://openalex.org/C149923435","wikidata":"https://www.wikidata.org/wiki/Q37732","display_name":"Demography","level":1,"score":0.0},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C2776608160","wikidata":"https://www.wikidata.org/wiki/Q4785462","display_name":"Natural (archaeology)","level":2,"score":0.0}],"mesh":[{"descriptor_ui":"D000089682","descriptor_name":"Cellular Automata","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000089682","descriptor_name":"Cellular Automata","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000089682","descriptor_name":"Cellular Automata","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000092003","descriptor_name":"Artificial Life","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D000092003","descriptor_name":"Artificial Life","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D000092003","descriptor_name":"Artificial Life","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D001699","descriptor_name":"Biometry","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001699","descriptor_name":"Biometry","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001699","descriptor_name":"Biometry","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003198","descriptor_name":"Computer Simulation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005075","descriptor_name":"Biological Evolution","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008954","descriptor_name":"Models, Biological","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":3,"locations":[{"id":"doi:10.1162/artl_a_00471","is_oa":false,"landing_page_url":"https://doi.org/10.1162/artl_a_00471","pdf_url":null,"source":{"id":"https://openalex.org/S2181302","display_name":"Artificial Life","issn_l":"1064-5462","issn":["1064-5462","1530-9185"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310315718","host_organization_name":"The MIT Press","host_organization_lineage":["https://openalex.org/P4310315718"],"host_organization_lineage_names":["The MIT Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Artificial Life","raw_type":"journal-article"},{"id":"pmid:40298480","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40298480","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Artificial life","raw_type":null},{"id":"pmh:oai:arXiv.org:2506.08569","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2506.08569","pdf_url":"https://arxiv.org/pdf/2506.08569","source":{"id":"https://openalex.org/S4393918464","display_name":"ArXiv.org","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"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":"text"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2506.08569","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2506.08569","pdf_url":"https://arxiv.org/pdf/2506.08569","source":{"id":"https://openalex.org/S4393918464","display_name":"ArXiv.org","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"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":"text"},"sustainable_development_goals":[{"score":0.5099999904632568,"display_name":"Life in Land","id":"https://metadata.un.org/sdg/15"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":33,"referenced_works":["https://openalex.org/W135283623","https://openalex.org/W1675665627","https://openalex.org/W1989974095","https://openalex.org/W2044303956","https://openalex.org/W2158186004","https://openalex.org/W2164199443","https://openalex.org/W2167914382","https://openalex.org/W2242755115","https://openalex.org/W2315240907","https://openalex.org/W2327418557","https://openalex.org/W2404781142","https://openalex.org/W2904311062","https://openalex.org/W2916567309","https://openalex.org/W2964121744","https://openalex.org/W2968806750","https://openalex.org/W2985550648","https://openalex.org/W3006201994","https://openalex.org/W3012568092","https://openalex.org/W3016927940","https://openalex.org/W3021600213","https://openalex.org/W3130408838","https://openalex.org/W3139088209","https://openalex.org/W3170406251","https://openalex.org/W4310999663","https://openalex.org/W4375858910","https://openalex.org/W4385188982","https://openalex.org/W4386882241","https://openalex.org/W4386903034","https://openalex.org/W4387332482","https://openalex.org/W4391631929","https://openalex.org/W4391940567","https://openalex.org/W4394648841","https://openalex.org/W6862224511"],"related_works":["https://openalex.org/W4409587303","https://openalex.org/W2309668926","https://openalex.org/W2112819298","https://openalex.org/W2393782702","https://openalex.org/W2312254833","https://openalex.org/W4231246704","https://openalex.org/W2008247782","https://openalex.org/W2913525823","https://openalex.org/W1497122413","https://openalex.org/W2083624838"],"abstract_inverted_index":{"Central":[0],"to":[1,67,119,134],"the":[2,7,18,46,52,112,136,139,142,145,158,169],"Artificial":[3],"Life":[4],"endeavor":[5],"is":[6],"creation":[8],"of":[9,54,78,80,93,125,138,144],"artificial":[10],"systems":[11],"that":[12,111,130],"spontaneously":[13],"generate":[14,120],"properties":[15,143],"found":[16],"in":[17,45,101,175],"living":[19],"world,":[20],"such":[21],"as":[22],"autopoiesis,":[23],"self-replication,":[24],"evolution,":[25],"and":[26,31,58,75,109,162],"open-endedness.":[27],"Though":[28],"numerous":[29],"models":[30],"paradigms":[32],"have":[33,39,64],"been":[34,65],"proposed,":[35],"cellular":[36],"automata":[37],"(CA)":[38],"taken":[40],"a":[41,89],"very":[42],"important":[43],"place":[44,174],"field,":[47],"notably":[48],"because":[49],"they":[50],"enable":[51],"study":[53],"phenomena":[55],"like":[56,62],"self-reproduction":[57],"autopoiesis.":[59],"Continuous":[60],"CA":[61],"Lenia":[63],"shown":[66],"produce":[68],"lifelike":[69],"patterns":[70,105],"reminiscent,":[71],"from":[72],"both":[73],"aesthetic":[74],"ontological":[76],"points":[77],"view,":[79],"biological":[81],"organisms":[82],"we":[83,128,165],"call":[84],"\"creatures.\"":[85],"We":[86,95],"propose":[87],"Flow-Lenia,":[88],"mass":[90],"conservative":[91],"extension":[92],"Lenia.":[94],"present":[96],"experiments":[97],"demonstrating":[98],"its":[99,149],"effectiveness":[100],"generating":[102],"spatially":[103],"localized":[104],"with":[106],"complex":[107,121],"behaviors":[108,124],"show":[110,129],"update":[113],"rule":[114],"parameters":[115,137],"can":[116],"be":[117],"optimized":[118],"creatures":[122],"showing":[123],"interest.":[126],"Furthermore,":[127],"Flow-Lenia":[131],"allows":[132],"us":[133],"embed":[135],"model,":[140],"defining":[141],"emerging":[146],"patterns,":[147],"within":[148],"own":[150],"dynamics,":[151],"thus":[152],"allowing":[153],"for":[154],"multispecies":[155],"simulation.":[156],"Using":[157],"evolutionary":[159,171],"activity":[160],"framework":[161],"other":[163],"metrics,":[164],"shed":[166],"light":[167],"on":[168],"emergent":[170],"dynamics":[172],"taking":[173],"this":[176],"system.":[177]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-06-20T22:02:38.213706","created_date":"2025-10-10T00:00:00"}
