{"id":"https://openalex.org/W4404107885","doi":"https://doi.org/10.3390/make6040124","title":"Adaptive AI Alignment: Established Resources for Aligning Machine Learning with Human Intentions and Values in Changing Environments","display_name":"Adaptive AI Alignment: Established Resources for Aligning Machine Learning with Human Intentions and Values in Changing Environments","publication_year":2024,"publication_date":"2024-11-06","ids":{"openalex":"https://openalex.org/W4404107885","doi":"https://doi.org/10.3390/make6040124"},"language":"en","primary_location":{"id":"doi:10.3390/make6040124","is_oa":true,"landing_page_url":"https://doi.org/10.3390/make6040124","pdf_url":null,"source":{"id":"https://openalex.org/S4210213891","display_name":"Machine Learning and Knowledge Extraction","issn_l":"2504-4990","issn":["2504-4990"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Machine Learning and Knowledge Extraction","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.3390/make6040124","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5088637763","display_name":"Stephen B. Fox","orcid":"https://orcid.org/0000-0002-7648-8896"},"institutions":[{"id":"https://openalex.org/I87653560","display_name":"VTT Technical Research Centre of Finland","ror":"https://ror.org/04b181w54","country_code":"FI","type":"nonprofit","lineage":["https://openalex.org/I4210089493","https://openalex.org/I87653560"]}],"countries":["FI"],"is_corresponding":true,"raw_author_name":"Stephen Fox","raw_affiliation_strings":["VTT Technical Research Centre of Finland, 02150 Espoo, Finland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"VTT Technical Research Centre of Finland, 02150 Espoo, Finland","institution_ids":["https://openalex.org/I87653560"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5088637763"],"corresponding_institution_ids":["https://openalex.org/I87653560"],"apc_list":{"value":1400,"currency":"CHF","value_usd":1515},"apc_paid":{"value":1400,"currency":"CHF","value_usd":1515},"fwci":0.4976,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.747138,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"6","issue":"4","first_page":"2570","last_page":"2600"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11891","display_name":"Big Data and Business Intelligence","score":0.9959999918937683,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11891","display_name":"Big Data and Business Intelligence","score":0.9959999918937683,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T12805","display_name":"Cognitive Science and Mapping","score":0.9843000173568726,"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/T11810","display_name":"Complex Systems and Decision Making","score":0.9771999716758728,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4766567349433899},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.44200485944747925},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.35850024223327637},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.3446443974971771},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.32597342133522034}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4766567349433899},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.44200485944747925},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.35850024223327637},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.3446443974971771},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.32597342133522034}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.3390/make6040124","is_oa":true,"landing_page_url":"https://doi.org/10.3390/make6040124","pdf_url":null,"source":{"id":"https://openalex.org/S4210213891","display_name":"Machine Learning and Knowledge Extraction","issn_l":"2504-4990","issn":["2504-4990"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Machine Learning and Knowledge Extraction","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:f7398b7a4b9d4d3784a4c05ce72c7b09","is_oa":true,"landing_page_url":"https://doaj.org/article/f7398b7a4b9d4d3784a4c05ce72c7b09","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Machine Learning and Knowledge Extraction, Vol 6, Iss 4, Pp 2570-2600 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/make6040124","is_oa":true,"landing_page_url":"https://doi.org/10.3390/make6040124","pdf_url":null,"source":{"id":"https://openalex.org/S4210213891","display_name":"Machine Learning and Knowledge Extraction","issn_l":"2504-4990","issn":["2504-4990"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Machine Learning and Knowledge Extraction","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2525384527","display_name":null,"funder_award_id":"357221","funder_id":"https://openalex.org/F4320321108","funder_display_name":"Academy of Finland"},{"id":"https://openalex.org/G4807045802","display_name":"Developmental Multi-Robot Systems in Cognitive Manufacturing","funder_award_id":"357221","funder_id":"https://openalex.org/F4320321108","funder_display_name":"Academy of Finland"}],"funders":[{"id":"https://openalex.org/F4320321108","display_name":"Academy of Finland","ror":"https://ror.org/05k73zm37"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":152,"referenced_works":["https://openalex.org/W172377028","https://openalex.org/W1538424073","https://openalex.org/W1550364087","https://openalex.org/W1587451402","https://openalex.org/W1592954640","https://openalex.org/W1906951560","https://openalex.org/W1965365651","https://openalex.org/W1974343333","https://openalex.org/W1977216193","https://openalex.org/W1985101579","https://openalex.org/W1986604804","https://openalex.org/W1995282106","https://openalex.org/W1998399571","https://openalex.org/W2000612430","https://openalex.org/W2005834521","https://openalex.org/W2013453090","https://openalex.org/W2017144380","https://openalex.org/W2021923871","https://openalex.org/W2024291796","https://openalex.org/W2026103212","https://openalex.org/W2035117740","https://openalex.org/W2041294800","https://openalex.org/W2044659693","https://openalex.org/W2047484528","https://openalex.org/W2065979259","https://openalex.org/W2073894719","https://openalex.org/W2074673023","https://openalex.org/W2074913925","https://openalex.org/W2079538285","https://openalex.org/W2083588600","https://openalex.org/W2084205924","https://openalex.org/W2086727433","https://openalex.org/W2091352652","https://openalex.org/W2100346538","https://openalex.org/W2107475155","https://openalex.org/W2107914009","https://openalex.org/W2119185628","https://openalex.org/W2134652709","https://openalex.org/W2139470592","https://openalex.org/W2144470928","https://openalex.org/W2159234684","https://openalex.org/W2164125634","https://openalex.org/W2173778209","https://openalex.org/W2176394042","https://openalex.org/W2188935149","https://openalex.org/W2247852640","https://openalex.org/W2312772787","https://openalex.org/W2324238357","https://openalex.org/W2340696859","https://openalex.org/W2482933639","https://openalex.org/W2493432345","https://openalex.org/W2510597018","https://openalex.org/W2560068678","https://openalex.org/W2567655069","https://openalex.org/W2611499155","https://openalex.org/W2743762408","https://openalex.org/W2751237605","https://openalex.org/W2796031065","https://openalex.org/W2808216765","https://openalex.org/W2884852581","https://openalex.org/W2891511396","https://openalex.org/W2898285107","https://openalex.org/W2907854296","https://openalex.org/W2914986146","https://openalex.org/W2933410936","https://openalex.org/W2943426012","https://openalex.org/W2963086506","https://openalex.org/W2969795864","https://openalex.org/W2969866027","https://openalex.org/W2975760833","https://openalex.org/W2978607953","https://openalex.org/W2982529244","https://openalex.org/W2994091340","https://openalex.org/W2996160045","https://openalex.org/W3002093512","https://openalex.org/W3004471145","https://openalex.org/W3006210285","https://openalex.org/W3023900371","https://openalex.org/W3025856530","https://openalex.org/W3048200810","https://openalex.org/W3081031912","https://openalex.org/W3081243002","https://openalex.org/W3091236819","https://openalex.org/W3105871743","https://openalex.org/W3121055826","https://openalex.org/W3127332340","https://openalex.org/W3128268019","https://openalex.org/W3162721171","https://openalex.org/W3168869687","https://openalex.org/W3170661646","https://openalex.org/W3198206641","https://openalex.org/W3200610390","https://openalex.org/W3207097194","https://openalex.org/W3211802703","https://openalex.org/W3215633082","https://openalex.org/W4200129477","https://openalex.org/W4205642741","https://openalex.org/W4206146625","https://openalex.org/W4206655569","https://openalex.org/W4206926874","https://openalex.org/W4220781249","https://openalex.org/W4220850924","https://openalex.org/W4226400653","https://openalex.org/W4233497460","https://openalex.org/W4237718205","https://openalex.org/W4239440412","https://openalex.org/W4239669599","https://openalex.org/W4241256385","https://openalex.org/W4241704849","https://openalex.org/W4244865098","https://openalex.org/W4245619799","https://openalex.org/W4251355455","https://openalex.org/W4252952299","https://openalex.org/W4282981817","https://openalex.org/W4288716106","https://openalex.org/W4291666188","https://openalex.org/W4292367311","https://openalex.org/W4295768577","https://openalex.org/W4296774220","https://openalex.org/W4308147838","https://openalex.org/W4313407642","https://openalex.org/W4317900670","https://openalex.org/W4323928695","https://openalex.org/W4328051300","https://openalex.org/W4366267488","https://openalex.org/W4380520367","https://openalex.org/W4381929569","https://openalex.org/W4386214938","https://openalex.org/W4386531221","https://openalex.org/W4387371321","https://openalex.org/W4387462377","https://openalex.org/W4388198642","https://openalex.org/W4388595226","https://openalex.org/W4388624644","https://openalex.org/W4390545818","https://openalex.org/W4392223637","https://openalex.org/W4393281867","https://openalex.org/W4393965228","https://openalex.org/W4395683319","https://openalex.org/W4399138979","https://openalex.org/W4399915806","https://openalex.org/W4400284842","https://openalex.org/W6631101340","https://openalex.org/W6634612171","https://openalex.org/W6676117097","https://openalex.org/W6682884387","https://openalex.org/W6687398924","https://openalex.org/W6725390712","https://openalex.org/W6752323468","https://openalex.org/W6770963288","https://openalex.org/W6853560855","https://openalex.org/W6856041391"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W3046775127","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W3107602296","https://openalex.org/W4364306694","https://openalex.org/W4312192474","https://openalex.org/W4283697347"],"abstract_inverted_index":{"AI":[0,31,38,99,113,118,186,194,202,228],"Alignment":[1,32,39,100,114,195,203,229],"is":[2,59,122,199],"a":[3,84,180],"term":[4],"used":[5],"to":[6,40,45,47,158,179,189,205,213,216],"summarize":[7],"the":[8,35,48,109,132,159,193],"aim":[9],"of":[10,34,50,70,86,102,112,136,161,164,170,185],"making":[11],"artificial":[12],"intelligence":[13],"(AI)":[14],"systems":[15],"behave":[16],"in":[17,29,43,53,68,98,192,208,218],"line":[18],"with":[19,127,167],"human":[20,51,64,171,211],"intentions":[21,65],"and":[22,66,75,149,188,221],"values.":[23],"There":[24],"has":[25,82,94],"been":[26,83,95],"little":[27,96],"consideration":[28,97],"previous":[30],"studies":[33,87,101],"need":[36],"for":[37,88,105,210],"be":[41,206,214],"adaptive":[42,76,207],"order":[44,209],"contribute":[46],"survival":[49,71],"organizations":[52,212],"changing":[54,219],"environments.":[55],"This":[56],"research":[57],"gap":[58],"addressed":[60],"here":[61],"by":[62],"defining":[63],"values":[67],"terms":[69],"biophysics:":[72],"entropy,":[73],"complexity,":[74],"behavior.":[77],"Furthermore,":[78],"although":[79],"technology":[80,120,144,150],"alignment":[81,121,145,160],"focus":[85,111],"more":[89],"than":[90],"thirty":[91],"years,":[92],"there":[93],"established":[103,154,175,223],"resources":[104,130,155,176,224],"aligning":[106,126],"technologies.":[107],"Unlike":[108],"current":[110],"on":[115,125,235],"addressing":[116],"potential":[117],"risks,":[119],"generally":[123],"focused":[124],"opportunities.":[128,236],"Established":[129],"include":[131],"critical":[133],"realist":[134],"philosophy":[135],"science,":[137],"scientific":[138],"theories,":[139],"total":[140],"quality":[141],"management":[142],"practices,":[143],"methods,":[146],"engineering":[147],"techniques,":[148],"standards.":[151],"Here,":[152],"these":[153],"are":[156,177],"related":[157,178],"different":[162,168],"types":[163],"machine":[165],"learning":[166],"levels":[169],"organizations.":[172],"In":[173],"addition,":[174],"well-known":[181],"hypothetical":[182],"extreme":[183],"example":[184],"Misalignment,":[187],"major":[190],"constructs":[191],"literature.":[196],"Overall,":[197],"it":[198],"argued":[200],"that":[201,222],"needs":[204],"able":[215],"survive":[217],"environments,":[220],"can":[225],"facilitate":[226],"Adaptive":[227],"which":[230],"addresses":[231],"risks":[232],"while":[233],"focusing":[234]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-05-06T08:25:59.206177","created_date":"2025-10-10T00:00:00"}