{"id":"https://openalex.org/W4391116828","doi":"https://doi.org/10.1609/aaaiss.v2i1.27688","title":"Memory Matters: The Need to Improve Long-Term Memory in LLM-Agents","display_name":"Memory Matters: The Need to Improve Long-Term Memory in LLM-Agents","publication_year":2024,"publication_date":"2024-01-22","ids":{"openalex":"https://openalex.org/W4391116828","doi":"https://doi.org/10.1609/aaaiss.v2i1.27688"},"language":"en","primary_location":{"id":"doi:10.1609/aaaiss.v2i1.27688","is_oa":true,"landing_page_url":"https://doi.org/10.1609/aaaiss.v2i1.27688","pdf_url":"https://ojs.aaai.org/index.php/AAAI-SS/article/download/27688/27461","source":{"id":"https://openalex.org/S4389157828","display_name":"Proceedings of the AAAI Symposium Series","issn_l":"2994-4317","issn":["2994-4317"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the AAAI Symposium Series","raw_type":"journal-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://ojs.aaai.org/index.php/AAAI-SS/article/download/27688/27461","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5039682957","display_name":"Kostas Hatalis","orcid":"https://orcid.org/0000-0001-8191-5728"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Kostas Hatalis","raw_affiliation_strings":["GoCharlie.ai"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"GoCharlie.ai","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023285375","display_name":"Despina Christou","orcid":"https://orcid.org/0000-0001-9359-8926"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Despina Christou","raw_affiliation_strings":["GoCharlie.ai"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"GoCharlie.ai","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112210753","display_name":"J. Myers","orcid":null},"institutions":[{"id":"https://openalex.org/I4210154940","display_name":"Applied Research Associates","ror":"https://ror.org/04gmfhf08","country_code":"NZ","type":"facility","lineage":["https://openalex.org/I4210154940"]}],"countries":["NZ"],"is_corresponding":false,"raw_author_name":"Joshua Myers","raw_affiliation_strings":["Applied Research Associates (ARA)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Applied Research Associates (ARA)","institution_ids":["https://openalex.org/I4210154940"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014260339","display_name":"Steve Jones","orcid":"https://orcid.org/0000-0003-0957-6375"},"institutions":[{"id":"https://openalex.org/I4210118385","display_name":"Cambridge Cognition (United Kingdom)","ror":"https://ror.org/02k55qr52","country_code":"GB","type":"company","lineage":["https://openalex.org/I4210118385"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Steven Jones","raw_affiliation_strings":["Center for Integrated Cognition"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center for Integrated Cognition","institution_ids":["https://openalex.org/I4210118385"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114120665","display_name":"Keith Lambert","orcid":null},"institutions":[{"id":"https://openalex.org/I4210095328","display_name":"Family Life Association of Swaziland","ror":"https://ror.org/00pbws926","country_code":"SZ","type":"other","lineage":["https://openalex.org/I4210095328"]}],"countries":["SZ"],"is_corresponding":false,"raw_author_name":"Keith Lambert","raw_affiliation_strings":["Cocoa AI"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Cocoa AI","institution_ids":["https://openalex.org/I4210095328"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047862256","display_name":"Adam Amos\u2010Binks","orcid":"https://orcid.org/0009-0000-6635-8644"},"institutions":[{"id":"https://openalex.org/I4210154940","display_name":"Applied Research Associates","ror":"https://ror.org/04gmfhf08","country_code":"NZ","type":"facility","lineage":["https://openalex.org/I4210154940"]}],"countries":["NZ"],"is_corresponding":false,"raw_author_name":"Adam Amos-Binks","raw_affiliation_strings":["Applied Research Associates (ARA)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Applied Research Associates (ARA)","institution_ids":["https://openalex.org/I4210154940"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011269781","display_name":"Zohreh A. Dannenhauer","orcid":null},"institutions":[{"id":"https://openalex.org/I4210159782","display_name":"Metron (United States)","ror":"https://ror.org/04n91v483","country_code":"US","type":"company","lineage":["https://openalex.org/I4210159782"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Zohreh Dannenhauer","raw_affiliation_strings":["Metron Inc"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Metron Inc","institution_ids":["https://openalex.org/I4210159782"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5090640905","display_name":"Dustin Dannenhauer","orcid":"https://orcid.org/0000-0001-5608-204X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Dustin Dannenhauer","raw_affiliation_strings":["GoCharlie.ai"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"GoCharlie.ai","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":4,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":11.0235,"has_fulltext":true,"cited_by_count":31,"citation_normalized_percentile":{"value":0.98967591,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":100},"biblio":{"volume":"2","issue":"1","first_page":"277","last_page":"280"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10181","display_name":"Natural Language Processing Techniques","score":0.9991000294685364,"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/T10181","display_name":"Natural Language Processing Techniques","score":0.9991000294685364,"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/T10028","display_name":"Topic Modeling","score":0.9907000064849854,"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/T10456","display_name":"Multi-Agent Systems and Negotiation","score":0.9907000064849854,"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/computer-science","display_name":"Computer science","score":0.7972039580345154},{"id":"https://openalex.org/keywords/metadata","display_name":"Metadata","score":0.6891946792602539},{"id":"https://openalex.org/keywords/leverage","display_name":"Leverage (statistics)","score":0.6771976351737976},{"id":"https://openalex.org/keywords/semantic-memory","display_name":"Semantic memory","score":0.4798262119293213},{"id":"https://openalex.org/keywords/term","display_name":"Term (time)","score":0.4598120152950287},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3889702260494232},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3293030261993408},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.2814252972602844},{"id":"https://openalex.org/keywords/cognition","display_name":"Cognition","score":0.11785638332366943},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.08551910519599915}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7972039580345154},{"id":"https://openalex.org/C93518851","wikidata":"https://www.wikidata.org/wiki/Q180160","display_name":"Metadata","level":2,"score":0.6891946792602539},{"id":"https://openalex.org/C153083717","wikidata":"https://www.wikidata.org/wiki/Q6535263","display_name":"Leverage (statistics)","level":2,"score":0.6771976351737976},{"id":"https://openalex.org/C197914299","wikidata":"https://www.wikidata.org/wiki/Q18650","display_name":"Semantic memory","level":3,"score":0.4798262119293213},{"id":"https://openalex.org/C61797465","wikidata":"https://www.wikidata.org/wiki/Q1188986","display_name":"Term (time)","level":2,"score":0.4598120152950287},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3889702260494232},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3293030261993408},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.2814252972602844},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.11785638332366943},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.08551910519599915},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1609/aaaiss.v2i1.27688","is_oa":true,"landing_page_url":"https://doi.org/10.1609/aaaiss.v2i1.27688","pdf_url":"https://ojs.aaai.org/index.php/AAAI-SS/article/download/27688/27461","source":{"id":"https://openalex.org/S4389157828","display_name":"Proceedings of the AAAI Symposium Series","issn_l":"2994-4317","issn":["2994-4317"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the AAAI Symposium Series","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1609/aaaiss.v2i1.27688","is_oa":true,"landing_page_url":"https://doi.org/10.1609/aaaiss.v2i1.27688","pdf_url":"https://ojs.aaai.org/index.php/AAAI-SS/article/download/27688/27461","source":{"id":"https://openalex.org/S4389157828","display_name":"Proceedings of the AAAI Symposium Series","issn_l":"2994-4317","issn":["2994-4317"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the AAAI Symposium Series","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.5799999833106995,"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4391116828.pdf","grobid_xml":"https://content.openalex.org/works/W4391116828.grobid-xml"},"referenced_works_count":11,"referenced_works":["https://openalex.org/W2224049000","https://openalex.org/W2779578326","https://openalex.org/W4225405251","https://openalex.org/W4292958252","https://openalex.org/W4296706399","https://openalex.org/W4304194220","https://openalex.org/W4365597205","https://openalex.org/W4378505261","https://openalex.org/W4381988561","https://openalex.org/W4387835442","https://openalex.org/W6743716967"],"related_works":["https://openalex.org/W2392768766","https://openalex.org/W2058118494","https://openalex.org/W2095118173","https://openalex.org/W2382021449","https://openalex.org/W2104269053","https://openalex.org/W2106424170","https://openalex.org/W2501188010","https://openalex.org/W4299935056","https://openalex.org/W2768810474","https://openalex.org/W4206575749"],"abstract_inverted_index":{"In":[0],"this":[1],"paper,":[2],"we":[3,67,90],"provide":[4],"a":[5],"review":[6],"of":[7,37,75,78,83,106,112,122],"the":[8,26,73,81,86,104,110,120],"current":[9],"efforts":[10],"to":[11,58,97],"develop":[12],"LLM":[13,64,107],"agents,":[14,108],"which":[15,44],"are":[16,56],"autonomous":[17],"agents":[18,39],"that":[19],"leverage":[20],"large":[21],"language":[22],"models.":[23],"We":[24,51],"examine":[25],"memory":[27,84,118],"management":[28,82],"approaches":[29],"used":[30],"in":[31,63,114],"these":[32,38,99],"agents.":[33,65],"One":[34],"crucial":[35],"aspect":[36],"is":[40,45],"their":[41],"long-term":[42],"memory,":[43],"often":[46],"implemented":[47],"using":[48],"vector":[49,54,127],"databases.":[50,128],"describe":[52],"how":[53],"databases":[55],"utilized":[57],"store":[59],"and":[60,80,101,116,119],"retrieve":[61],"information":[62],"Moreover":[66],"highlight":[68],"open":[69],"problems,":[70],"such":[71],"as":[72],"separation":[74],"different":[76],"types":[77],"memories":[79],"over":[85],"agent's":[87],"lifetime.":[88],"Lastly,":[89],"propose":[91],"several":[92],"topics":[93],"for":[94],"future":[95],"research":[96],"address":[98],"challenges":[100],"further":[102],"enhance":[103],"capabilities":[105],"including":[109],"use":[111],"metadata":[113],"procedural":[115],"semantic":[117],"integration":[121],"external":[123],"knowledge":[124],"sources":[125],"with":[126]},"counts_by_year":[{"year":2026,"cited_by_count":9},{"year":2025,"cited_by_count":21},{"year":2024,"cited_by_count":1}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}