{"id":"https://openalex.org/W7214042041","doi":"https://doi.org/10.48550/arxiv.2609.23451","title":"Network imitation sustains misinformation despite a corrective factual field","display_name":"Network imitation sustains misinformation despite a corrective factual field","publication_year":2026,"publication_date":"2026-09-20","ids":{"openalex":"https://openalex.org/W7214042041","doi":"https://doi.org/10.48550/arxiv.2609.23451"},"language":"en","primary_location":{"id":"pmh:oai:arXiv.org:2609.23451","doi":null,"is_oa":true,"landing_page_url":"https://arxiv.org/abs/2609.23451","pdf_url":"https://arxiv.org/pdf/2609.23451","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"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"},"volume":null,"type":"preprint","is_traditional":true,"indexed_in":["arxiv","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2609.23451","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5143689307","display_name":"Ruiwu Niu","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I64427410","display_name":"Hong Kong Shue Yan University","ror":"https://ror.org/023t8mt09","country_code":"CN","type":"education","lineage":["https://openalex.org/I64427410"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Niu, Ruiwu","raw_affiliation_strings":["Department of Data Science and Digital Innovation Hong Kong Shue Yan University , Hong Kong SAR , China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Data Science and Digital Innovation Hong Kong Shue Yan University , Hong Kong SAR , China","institution_ids":["https://openalex.org/I64427410"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5143689307"],"corresponding_institution_ids":["https://openalex.org/I64427410"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12592","display_name":"Opinion Dynamics and Social Influence","score":0.9965999722480774,"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":0.9965999722480774,"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":0.0027000000700354576,"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/T11147","display_name":"Misinformation and Its Impacts","score":0.00039999998989515007,"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/misinformation","display_name":"misinformation","score":0.7519999742507935},{"id":"https://openalex.org/keywords/social-influence","display_name":"social influence","score":0.800000011920929},{"id":"https://openalex.org/keywords/opinion-dynamics","display_name":"opinion dynamics","score":0.8270000219345093},{"id":"https://openalex.org/keywords/imitation","display_name":"imitation","score":0.6610000133514404},{"id":"https://openalex.org/keywords/individual-preferences","display_name":"individual preferences","score":0.47999998927116394},{"id":"https://openalex.org/keywords/stable-states","display_name":"stable states","score":0.6079999804496765},{"id":"https://openalex.org/keywords/convergence","display_name":"convergence","score":0.33799999952316284},{"id":"https://openalex.org/keywords/spectral-conditions","display_name":"spectral conditions","score":0.5460000038146973},{"id":"https://openalex.org/keywords/ring-networks","display_name":"ring networks","score":0.5989999771118164},{"id":"https://openalex.org/keywords/history-dependence","display_name":"history dependence","score":0.6320000290870667}],"concepts":[{"id":"https://openalex.org/C126388530","wikidata":"https://www.wikidata.org/wiki/Q1131737","display_name":"Imitation","level":2,"score":0.6725000143051147},{"id":"https://openalex.org/C2777303404","wikidata":"https://www.wikidata.org/wiki/Q759757","display_name":"Convergence (economics)","level":2,"score":0.5385000109672546},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.48080000281333923},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.460099995136261},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4512999951839447},{"id":"https://openalex.org/C2781249084","wikidata":"https://www.wikidata.org/wiki/Q908656","display_name":"Preference","level":2,"score":0.44999998807907104},{"id":"https://openalex.org/C46355384","wikidata":"https://www.wikidata.org/wiki/Q726686","display_name":"Compromise","level":2,"score":0.40720000863075256},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.39259999990463257},{"id":"https://openalex.org/C48103436","wikidata":"https://www.wikidata.org/wiki/Q599031","display_name":"State (computer science)","level":2,"score":0.3873000144958496},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.37599998712539673},{"id":"https://openalex.org/C112972136","wikidata":"https://www.wikidata.org/wiki/Q7595718","display_name":"Stability (learning theory)","level":2,"score":0.3702999949455261},{"id":"https://openalex.org/C2776990098","wikidata":"https://www.wikidata.org/wiki/Q13579947","display_name":"Misinformation","level":2,"score":0.36230000853538513},{"id":"https://openalex.org/C144237770","wikidata":"https://www.wikidata.org/wiki/Q747534","display_name":"Mathematical economics","level":1,"score":0.35899999737739563},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.32100000977516174},{"id":"https://openalex.org/C53811970","wikidata":"https://www.wikidata.org/wiki/Q5062194","display_name":"Centrality","level":2,"score":0.3147999942302704},{"id":"https://openalex.org/C186370098","wikidata":"https://www.wikidata.org/wiki/Q442787","display_name":"Energy (signal processing)","level":2,"score":0.3093999922275543},{"id":"https://openalex.org/C4727928","wikidata":"https://www.wikidata.org/wiki/Q17164759","display_name":"Social network (sociolinguistics)","level":3,"score":0.3093000054359436},{"id":"https://openalex.org/C2776372474","wikidata":"https://www.wikidata.org/wiki/Q508291","display_name":"Simplicity","level":2,"score":0.29339998960494995},{"id":"https://openalex.org/C2776966350","wikidata":"https://www.wikidata.org/wiki/Q6935096","display_name":"Multistability","level":3,"score":0.28780001401901245},{"id":"https://openalex.org/C12713177","wikidata":"https://www.wikidata.org/wiki/Q1900281","display_name":"Perspective (graphical)","level":2,"score":0.28060001134872437},{"id":"https://openalex.org/C108154423","wikidata":"https://www.wikidata.org/wiki/Q1469792","display_name":"Salience (neuroscience)","level":2,"score":0.2793999910354614},{"id":"https://openalex.org/C2780598303","wikidata":"https://www.wikidata.org/wiki/Q65921492","display_name":"Flexibility (engineering)","level":2,"score":0.27730000019073486},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.26409998536109924}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:oai:arXiv.org:2609.23451","doi":null,"is_oa":true,"landing_page_url":"https://arxiv.org/abs/2609.23451","pdf_url":"https://arxiv.org/pdf/2609.23451","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"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"},{"id":"doi:10.48550/arxiv.2609.23451","doi":"https://doi.org/10.48550/arxiv.2609.23451","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2609.23451","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2609.23451","doi":null,"is_oa":true,"landing_page_url":"https://arxiv.org/abs/2609.23451","pdf_url":"https://arxiv.org/pdf/2609.23451","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"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":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7214042041.pdf","grobid_xml":"https://content.openalex.org/works/W7214042041.grobid-xml"},"referenced_works_count":17,"referenced_works":["https://openalex.org/W1966301304","https://openalex.org/W2027514326","https://openalex.org/W2240242391","https://openalex.org/W2333059519","https://openalex.org/W2620771387","https://openalex.org/W2768777566","https://openalex.org/W2912281470","https://openalex.org/W2917074998","https://openalex.org/W4206236567","https://openalex.org/W4376878341","https://openalex.org/W4391934191","https://openalex.org/W4403052870","https://openalex.org/W4407957030","https://openalex.org/W7123350607","https://openalex.org/W7130839090","https://openalex.org/W7166149915","https://openalex.org/W7204072646"],"related_works":["https://openalex.org/W4226118230","https://openalex.org/W4389671436","https://openalex.org/W6925094037","https://openalex.org/W4311758705","https://openalex.org/W6891775014","https://openalex.org/W1986269579","https://openalex.org/W4225693097","https://openalex.org/W7210810698","https://openalex.org/W7165523019","https://openalex.org/W4287826803"],"abstract_inverted_index":{"Social":[0],"influence":[1,217],"can":[2,131,174,218],"preserve":[3],"errors":[4],"that":[5,83,141,148,162,196],"individuals":[6,49,58,135],"would":[7],"correct":[8],"on":[9,122],"their":[10,53],"own.":[11],"We":[12,81,144,155],"study":[13],"this":[14],"possibility":[15],"by":[16],"representing":[17],"opinions":[18,100],"as":[19],"directions":[20],"in":[21,97,136],"a":[22,46,90,123,137,158,197],"semantic":[23,172],"space.":[24],"The":[25],"formulation":[26],"connects":[27],"established":[28],"models":[29],"of":[30,93],"personal":[31,115],"preference,":[32],"social":[33,216],"agreement,":[34],"and":[35,56,117,167,187,212],"external":[36],"influence.":[37],"A":[38],"common":[39],"factual":[40,64,103,113],"signal":[41,65],"pulls":[42],"every":[43,84],"opinion":[44],"toward":[45],"reference":[47],"direction,":[48],"remain":[50],"attached":[51],"to":[52,147],"initial":[54,79,153],"preferences,":[55,116],"connected":[57],"imitate":[59],"one":[60],"another.":[61],"When":[62],"the":[63,67,102,108,133,151,176,220],"exceeds":[66],"preference":[68],"strength,":[69],"each":[70],"isolated":[71],"individual":[72,207],"corrects,":[73],"apart":[74],"from":[75,150,209],"an":[76,170],"exactly":[77],"opposite":[78],"opinion.":[80],"prove":[82,145],"finite":[85],"undirected":[86],"network":[87,159],"then":[88],"has":[89],"unique":[91],"state":[92,106,140,149],"minimum":[94],"total":[95],"energy":[96],"which":[98],"all":[99],"favor":[101],"direction.":[104],"This":[105],"is":[107],"best":[109],"overall":[110],"compromise":[111],"between":[112],"alignment,":[114],"agreement":[118],"with":[119,125],"neighbors.":[120],"Yet":[121],"ring":[124],"planar":[126,178],"opinions,":[127],"sufficiently":[128],"strong":[129],"imitation":[130],"trap":[132],"same":[134],"different":[138],"stable":[139,165],"retains":[142],"misinformation.":[143],"convergence":[146],"specified":[152],"opinions.":[154],"also":[156],"derive":[157],"spectral":[160,199],"condition":[161],"excludes":[163],"competing":[164],"states,":[166],"show":[168,194],"how":[169,214],"additional":[171],"direction":[173],"destabilize":[175],"constructed":[177],"pattern.":[179],"Numerical":[180],"maps":[181],"reveal":[182],"persistent":[183],"error,":[184],"history":[185],"dependence,":[186],"coexisting":[188],"outcomes,":[189],"while":[190],"comparisons":[191],"across":[192],"networks":[193],"differences":[195],"single":[198],"scale":[200],"does":[201],"not":[202],"remove.":[203],"These":[204],"results":[205],"distinguish":[206],"correctability":[208],"collective":[210],"correction":[211],"identify":[213],"attractive":[215],"obstruct":[219],"latter.":[221]},"counts_by_year":[],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2026-09-23T00:00:00"}
