{"id":"https://openalex.org/W4406034570","doi":"https://doi.org/10.3390/systems13010029","title":"LLM-AIDSim: LLM-Enhanced Agent-Based Influence Diffusion Simulation in Social Networks","display_name":"LLM-AIDSim: LLM-Enhanced Agent-Based Influence Diffusion Simulation in Social Networks","publication_year":2025,"publication_date":"2025-01-03","ids":{"openalex":"https://openalex.org/W4406034570","doi":"https://doi.org/10.3390/systems13010029"},"language":"en","primary_location":{"id":"doi:10.3390/systems13010029","is_oa":true,"landing_page_url":"https://doi.org/10.3390/systems13010029","pdf_url":"https://www.mdpi.com/2079-8954/13/1/29/pdf?version=1735883920","source":{"id":"https://openalex.org/S4210219410","display_name":"Systems","issn_l":"2079-8954","issn":["2079-8954"],"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":"Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2079-8954/13/1/29/pdf?version=1735883920","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5115757796","display_name":"Lan Zhang","orcid":null},"institutions":[{"id":"https://openalex.org/I39854758","display_name":"Auckland University of Technology","ror":"https://ror.org/01zvqw119","country_code":"NZ","type":"education","lineage":["https://openalex.org/I39854758"]}],"countries":["NZ"],"is_corresponding":true,"raw_author_name":"Lan Zhang","raw_affiliation_strings":["School of Engineering, Computer & Mathematical Sciences, Auckland University of Technology, Auckland 1010, New Zealand"],"affiliations":[{"raw_affiliation_string":"School of Engineering, Computer & Mathematical Sciences, Auckland University of Technology, Auckland 1010, New Zealand","institution_ids":["https://openalex.org/I39854758"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004163434","display_name":"Yuxuan Hu","orcid":"https://orcid.org/0000-0002-7393-9153"},"institutions":[{"id":"https://openalex.org/I129801699","display_name":"University of Tasmania","ror":"https://ror.org/01nfmeh72","country_code":"AU","type":"education","lineage":["https://openalex.org/I129801699"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Yuxuan Hu","raw_affiliation_strings":["School of Information and Communication Technology, University of Tasmania, Hobart, TAS 7001, Australia"],"affiliations":[{"raw_affiliation_string":"School of Information and Communication Technology, University of Tasmania, Hobart, TAS 7001, Australia","institution_ids":["https://openalex.org/I129801699"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044008966","display_name":"Weihua Li","orcid":"https://orcid.org/0000-0001-9215-4979"},"institutions":[{"id":"https://openalex.org/I39854758","display_name":"Auckland University of Technology","ror":"https://ror.org/01zvqw119","country_code":"NZ","type":"education","lineage":["https://openalex.org/I39854758"]}],"countries":["NZ"],"is_corresponding":true,"raw_author_name":"Weihua Li","raw_affiliation_strings":["School of Engineering, Computer & Mathematical Sciences, Auckland University of Technology, Auckland 1010, New Zealand"],"affiliations":[{"raw_affiliation_string":"School of Engineering, Computer & Mathematical Sciences, Auckland University of Technology, Auckland 1010, New Zealand","institution_ids":["https://openalex.org/I39854758"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029548157","display_name":"Quan Bai","orcid":"https://orcid.org/0000-0003-1214-6317"},"institutions":[{"id":"https://openalex.org/I129801699","display_name":"University of Tasmania","ror":"https://ror.org/01nfmeh72","country_code":"AU","type":"education","lineage":["https://openalex.org/I129801699"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Quan Bai","raw_affiliation_strings":["School of Information and Communication Technology, University of Tasmania, Hobart, TAS 7001, Australia"],"affiliations":[{"raw_affiliation_string":"School of Information and Communication Technology, University of Tasmania, Hobart, TAS 7001, Australia","institution_ids":["https://openalex.org/I129801699"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5088843887","display_name":"Parma Nand","orcid":"https://orcid.org/0000-0001-6853-017X"},"institutions":[{"id":"https://openalex.org/I39854758","display_name":"Auckland University of Technology","ror":"https://ror.org/01zvqw119","country_code":"NZ","type":"education","lineage":["https://openalex.org/I39854758"]}],"countries":["NZ"],"is_corresponding":false,"raw_author_name":"Parma Nand","raw_affiliation_strings":["School of Engineering, Computer & Mathematical Sciences, Auckland University of Technology, Auckland 1010, New Zealand"],"affiliations":[{"raw_affiliation_string":"School of Engineering, Computer & Mathematical Sciences, Auckland University of Technology, Auckland 1010, New Zealand","institution_ids":["https://openalex.org/I39854758"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5044008966","https://openalex.org/A5115757796"],"corresponding_institution_ids":["https://openalex.org/I39854758"],"apc_list":{"value":1600,"currency":"CHF","value_usd":1732},"apc_paid":{"value":1600,"currency":"CHF","value_usd":1732},"fwci":9.2146,"has_fulltext":true,"cited_by_count":7,"citation_normalized_percentile":{"value":0.97657379,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":100},"biblio":{"volume":"13","issue":"1","first_page":"29","last_page":"29"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12592","display_name":"Opinion Dynamics and Social Influence","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T12592","display_name":"Opinion Dynamics and Social Influence","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10064","display_name":"Complex Network Analysis Techniques","score":0.9865999817848206,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10557","display_name":"Social Media and Politics","score":0.9735000133514404,"subfield":{"id":"https://openalex.org/subfields/3315","display_name":"Communication"},"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/computer-science","display_name":"Computer science","score":0.6084725260734558},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.539943277835846},{"id":"https://openalex.org/keywords/diffusion","display_name":"Diffusion","score":0.5375086665153503},{"id":"https://openalex.org/keywords/replicate","display_name":"Replicate","score":0.502103328704834},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.4140247106552124}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6084725260734558},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.539943277835846},{"id":"https://openalex.org/C69357855","wikidata":"https://www.wikidata.org/wiki/Q163214","display_name":"Diffusion","level":2,"score":0.5375086665153503},{"id":"https://openalex.org/C2781162219","wikidata":"https://www.wikidata.org/wiki/Q26250693","display_name":"Replicate","level":2,"score":0.502103328704834},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.4140247106552124},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.3390/systems13010029","is_oa":true,"landing_page_url":"https://doi.org/10.3390/systems13010029","pdf_url":"https://www.mdpi.com/2079-8954/13/1/29/pdf?version=1735883920","source":{"id":"https://openalex.org/S4210219410","display_name":"Systems","issn_l":"2079-8954","issn":["2079-8954"],"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":"Systems","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:3793ccf5383043518e8eb4a608d9754e","is_oa":true,"landing_page_url":"https://doaj.org/article/3793ccf5383043518e8eb4a608d9754e","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Systems, Vol 13, Iss 1, p 29 (2025)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/2079-8954/13/1/29/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/systems13010029","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Systems","raw_type":"Text"},{"id":"pmh:oai:openrepository.aut.ac.nz:10292/18580","is_oa":true,"landing_page_url":"http://hdl.handle.net/10292/18580","pdf_url":null,"source":{"id":"https://openalex.org/S4306401809","display_name":"Tuwhera (Auckland University of Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I39854758","host_organization_name":"Auckland University of Technology","host_organization_lineage":["https://openalex.org/I39854758"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Journal Article"}],"best_oa_location":{"id":"doi:10.3390/systems13010029","is_oa":true,"landing_page_url":"https://doi.org/10.3390/systems13010029","pdf_url":"https://www.mdpi.com/2079-8954/13/1/29/pdf?version=1735883920","source":{"id":"https://openalex.org/S4210219410","display_name":"Systems","issn_l":"2079-8954","issn":["2079-8954"],"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":"Systems","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4406034570.pdf","grobid_xml":"https://content.openalex.org/works/W4406034570.grobid-xml"},"referenced_works_count":51,"referenced_works":["https://openalex.org/W1557529924","https://openalex.org/W1856548066","https://openalex.org/W1965710323","https://openalex.org/W1968069898","https://openalex.org/W1972288831","https://openalex.org/W1983275606","https://openalex.org/W1987483064","https://openalex.org/W2015404705","https://openalex.org/W2061820396","https://openalex.org/W2114827335","https://openalex.org/W2122094048","https://openalex.org/W2127218421","https://openalex.org/W2130973690","https://openalex.org/W2146036952","https://openalex.org/W2151789396","https://openalex.org/W2165545766","https://openalex.org/W2184568497","https://openalex.org/W2583081120","https://openalex.org/W2742844901","https://openalex.org/W2765195368","https://openalex.org/W2811178556","https://openalex.org/W2885074876","https://openalex.org/W2907273740","https://openalex.org/W2952099486","https://openalex.org/W2973528100","https://openalex.org/W3032654157","https://openalex.org/W3122322974","https://openalex.org/W3171304665","https://openalex.org/W4241069851","https://openalex.org/W4247770371","https://openalex.org/W4283462727","https://openalex.org/W4285603022","https://openalex.org/W4318956069","https://openalex.org/W4320165837","https://openalex.org/W4363671832","https://openalex.org/W4383890540","https://openalex.org/W4384069190","https://openalex.org/W4386994076","https://openalex.org/W4388744821","https://openalex.org/W4388933108","https://openalex.org/W4394862732","https://openalex.org/W4400842194","https://openalex.org/W4400849333","https://openalex.org/W4401024382","https://openalex.org/W4402671229","https://openalex.org/W4402901320","https://openalex.org/W6681083485","https://openalex.org/W6742625686","https://openalex.org/W6751376067","https://openalex.org/W6764969287","https://openalex.org/W6849732303"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W4254851101","https://openalex.org/W3171007296","https://openalex.org/W22115721","https://openalex.org/W2321234655","https://openalex.org/W2065444835","https://openalex.org/W4394550905","https://openalex.org/W2952773340"],"abstract_inverted_index":{"This":[0,153],"paper":[1],"introduces":[2],"an":[3],"LLM-Enhanced":[4],"Agent-Based":[5],"Influence":[6],"Diffusion":[7],"Simulation":[8],"(LLM-AIDSim)":[9],"framework":[10,29,50],"that":[11],"integrates":[12],"large":[13],"language":[14],"models":[15,34,56],"(LLMs)":[16],"into":[17,45],"agent-based":[18],"modelling":[19],"to":[20,38,65,89,169],"simulate":[21],"influence":[22,32,104,150],"diffusion":[23,33,105,114,134],"in":[24,63,78,106,130],"social":[25],"networks.":[26],"The":[27],"proposed":[28],"enhances":[30],"traditional":[31],"by":[35,57],"allowing":[36],"agents":[37],"generate":[39],"language-level":[40],"responses,":[41],"providing":[42],"deeper":[43],"insights":[44],"user":[46,61,84],"agent":[47],"interactions.":[48],"Our":[49,97],"addresses":[51],"the":[52,74,101,116,156],"limitations":[53],"of":[54,76,93,103,118,158],"probabilistic":[55],"simulating":[58,79],"realistic,":[59],"context-aware":[60],"behaviours":[62,135],"response":[64],"public":[66,173],"statements.":[67],"Using":[68],"real-world":[69,94],"news":[70],"topics,":[71],"we":[72],"demonstrate":[73],"effectiveness":[75],"LLM-AIDSim":[77,159],"topic":[80,131,151],"evolution":[81],"and":[82,133,141,147,171],"tracking":[83],"discourse,":[85],"validating":[86],"its":[87],"ability":[88],"replicate":[90],"key":[91],"aspects":[92],"information":[95],"propagation.":[96],"experimental":[98],"results":[99],"highlight":[100],"role":[102],"shaping":[107],"collective":[108],"discussions,":[109],"revealing":[110,143],"that,":[111],"over":[112],"time,":[113],"narrows":[115],"focus":[117],"conversations":[119],"around":[120],"a":[121,161],"few":[122],"dominant":[123],"topics.":[124],"We":[125],"further":[126],"analyse":[127],"regional":[128],"differences":[129],"clustering":[132],"across":[136],"three":[137],"cities,":[138],"Sydney,":[139],"Auckland,":[140],"Hobart,":[142],"how":[144],"demographics,":[145],"income,":[146],"education":[148],"levels":[149],"dominance.":[152],"work":[154],"underscores":[155],"potential":[157],"as":[160],"decision-support":[162],"tool":[163],"for":[164],"strategic":[165],"communication,":[166],"enabling":[167],"organizations":[168],"anticipate":[170],"understand":[172],"sentiment":[174],"trends.":[175]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":4}],"updated_date":"2026-03-31T07:56:22.981413","created_date":"2025-10-10T00:00:00"}
