{"id":"https://openalex.org/W4414270710","doi":"https://doi.org/10.1109/tifs.2025.3611070","title":"Diffusion Prediction and Control of Negative Information on Simplicial Complexes Using Physics-Informed Neural Networks","display_name":"Diffusion Prediction and Control of Negative Information on Simplicial Complexes Using Physics-Informed Neural Networks","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4414270710","doi":"https://doi.org/10.1109/tifs.2025.3611070"},"language":"en","primary_location":{"id":"doi:10.1109/tifs.2025.3611070","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tifs.2025.3611070","pdf_url":null,"source":{"id":"https://openalex.org/S61310614","display_name":"IEEE Transactions on Information Forensics and Security","issn_l":"1556-6013","issn":["1556-6013","1556-6021"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Information Forensics and Security","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5111131655","display_name":"Ying Jing","orcid":null},"institutions":[{"id":"https://openalex.org/I41198531","display_name":"Nanjing University of Posts and Telecommunications","ror":"https://ror.org/043bpky34","country_code":"CN","type":"education","lineage":["https://openalex.org/I41198531"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ying Jing","raw_affiliation_strings":["School of Science, Nanjing University of Posts and Telecommunications, Nanjing, China"],"raw_orcid":"https://orcid.org/0009-0008-8181-3121","affiliations":[{"raw_affiliation_string":"School of Science, Nanjing University of Posts and Telecommunications, Nanjing, China","institution_ids":["https://openalex.org/I41198531"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012723726","display_name":"Youguo Wang","orcid":"https://orcid.org/0000-0002-5369-3133"},"institutions":[{"id":"https://openalex.org/I41198531","display_name":"Nanjing University of Posts and Telecommunications","ror":"https://ror.org/043bpky34","country_code":"CN","type":"education","lineage":["https://openalex.org/I41198531"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Youguo Wang","raw_affiliation_strings":["School of Science, Nanjing University of Posts and Telecommunications, Nanjing, China"],"raw_orcid":"https://orcid.org/0000-0002-5369-3133","affiliations":[{"raw_affiliation_string":"School of Science, Nanjing University of Posts and Telecommunications, Nanjing, China","institution_ids":["https://openalex.org/I41198531"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056326237","display_name":"Qiqing Zhai","orcid":"https://orcid.org/0000-0002-3649-3893"},"institutions":[{"id":"https://openalex.org/I41198531","display_name":"Nanjing University of Posts and Telecommunications","ror":"https://ror.org/043bpky34","country_code":"CN","type":"education","lineage":["https://openalex.org/I41198531"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qiqing Zhai","raw_affiliation_strings":["School of Science, Nanjing University of Posts and Telecommunications, Nanjing, China"],"raw_orcid":"https://orcid.org/0000-0002-3649-3893","affiliations":[{"raw_affiliation_string":"School of Science, Nanjing University of Posts and Telecommunications, Nanjing, China","institution_ids":["https://openalex.org/I41198531"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Zhangfei Zhou","orcid":"https://orcid.org/0009-0003-3302-7883"},"institutions":[{"id":"https://openalex.org/I41198531","display_name":"Nanjing University of Posts and Telecommunications","ror":"https://ror.org/043bpky34","country_code":"CN","type":"education","lineage":["https://openalex.org/I41198531"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhangfei Zhou","raw_affiliation_strings":["School of Science, Nanjing University of Posts and Telecommunications, Nanjing, China"],"raw_orcid":"https://orcid.org/0009-0003-3302-7883","affiliations":[{"raw_affiliation_string":"School of Science, Nanjing University of Posts and Telecommunications, Nanjing, China","institution_ids":["https://openalex.org/I41198531"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5036458839","display_name":"Haojie Hou","orcid":"https://orcid.org/0009-0004-3742-7849"},"institutions":[{"id":"https://openalex.org/I41198531","display_name":"Nanjing University of Posts and Telecommunications","ror":"https://ror.org/043bpky34","country_code":"CN","type":"education","lineage":["https://openalex.org/I41198531"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haojie Hou","raw_affiliation_strings":["School of Science, Nanjing University of Posts and Telecommunications, Nanjing, China"],"raw_orcid":"https://orcid.org/0009-0004-3742-7849","affiliations":[{"raw_affiliation_string":"School of Science, Nanjing University of Posts and Telecommunications, Nanjing, China","institution_ids":["https://openalex.org/I41198531"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I41198531"],"apc_list":null,"apc_paid":null,"fwci":1.0268,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.82453829,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":97},"biblio":{"volume":"20","issue":null,"first_page":"10019","last_page":"10034"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12536","display_name":"Topological and Geometric Data Analysis","score":0.9900000095367432,"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/T12536","display_name":"Topological and Geometric Data Analysis","score":0.9900000095367432,"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/T10211","display_name":"Computational Drug Discovery Methods","score":0.9386000037193298,"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/T10320","display_name":"Neural Networks and Applications","score":0.9182999730110168,"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/identifiability","display_name":"Identifiability","score":0.6389999985694885},{"id":"https://openalex.org/keywords/diffusion","display_name":"Diffusion","score":0.546999990940094},{"id":"https://openalex.org/keywords/stability","display_name":"Stability (learning theory)","score":0.5467000007629395},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.506600022315979},{"id":"https://openalex.org/keywords/focus","display_name":"Focus (optics)","score":0.5022000074386597},{"id":"https://openalex.org/keywords/bifurcation","display_name":"Bifurcation","score":0.46299999952316284},{"id":"https://openalex.org/keywords/mechanism","display_name":"Mechanism (biology)","score":0.38440001010894775},{"id":"https://openalex.org/keywords/control-theory","display_name":"Control theory (sociology)","score":0.3828999996185303},{"id":"https://openalex.org/keywords/control","display_name":"Control (management)","score":0.3714999854564667}],"concepts":[{"id":"https://openalex.org/C122770356","wikidata":"https://www.wikidata.org/wiki/Q1656753","display_name":"Identifiability","level":2,"score":0.6389999985694885},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6269999742507935},{"id":"https://openalex.org/C69357855","wikidata":"https://www.wikidata.org/wiki/Q163214","display_name":"Diffusion","level":2,"score":0.546999990940094},{"id":"https://openalex.org/C112972136","wikidata":"https://www.wikidata.org/wiki/Q7595718","display_name":"Stability (learning theory)","level":2,"score":0.5467000007629395},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.506600022315979},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.5022000074386597},{"id":"https://openalex.org/C2781349735","wikidata":"https://www.wikidata.org/wiki/Q4904824","display_name":"Bifurcation","level":3,"score":0.46299999952316284},{"id":"https://openalex.org/C89611455","wikidata":"https://www.wikidata.org/wiki/Q6804646","display_name":"Mechanism (biology)","level":2,"score":0.38440001010894775},{"id":"https://openalex.org/C47446073","wikidata":"https://www.wikidata.org/wiki/Q5165890","display_name":"Control theory (sociology)","level":3,"score":0.3828999996185303},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.3714999854564667},{"id":"https://openalex.org/C187929450","wikidata":"https://www.wikidata.org/wiki/Q994399","display_name":"Simplicial complex","level":2,"score":0.3598000109195709},{"id":"https://openalex.org/C77405623","wikidata":"https://www.wikidata.org/wiki/Q598451","display_name":"System dynamics","level":2,"score":0.34929999709129333},{"id":"https://openalex.org/C34947359","wikidata":"https://www.wikidata.org/wiki/Q665189","display_name":"Complex network","level":2,"score":0.3386000096797943},{"id":"https://openalex.org/C121231716","wikidata":"https://www.wikidata.org/wiki/Q901210","display_name":"Reaction\u2013diffusion system","level":2,"score":0.33399999141693115},{"id":"https://openalex.org/C2779136372","wikidata":"https://www.wikidata.org/wiki/Q10283002","display_name":"Information flow","level":2,"score":0.32409998774528503},{"id":"https://openalex.org/C44280652","wikidata":"https://www.wikidata.org/wiki/Q104837","display_name":"Phase (matter)","level":2,"score":0.3084999918937683},{"id":"https://openalex.org/C17500928","wikidata":"https://www.wikidata.org/wiki/Q959968","display_name":"Control system","level":2,"score":0.3084000051021576},{"id":"https://openalex.org/C186060115","wikidata":"https://www.wikidata.org/wiki/Q30336093","display_name":"Biological system","level":1,"score":0.29670000076293945},{"id":"https://openalex.org/C48372109","wikidata":"https://www.wikidata.org/wiki/Q3913","display_name":"Binary number","level":2,"score":0.29120001196861267},{"id":"https://openalex.org/C47822265","wikidata":"https://www.wikidata.org/wiki/Q854457","display_name":"Complex system","level":2,"score":0.29100000858306885},{"id":"https://openalex.org/C145912823","wikidata":"https://www.wikidata.org/wiki/Q113558","display_name":"Dynamics (music)","level":2,"score":0.28519999980926514},{"id":"https://openalex.org/C33962884","wikidata":"https://www.wikidata.org/wiki/Q378637","display_name":"Dynamical system (definition)","level":3,"score":0.2840999960899353},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.27480000257492065},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.2711000144481659},{"id":"https://openalex.org/C41949839","wikidata":"https://www.wikidata.org/wiki/Q1756677","display_name":"Stability theory","level":3,"score":0.2637999951839447},{"id":"https://openalex.org/C202632270","wikidata":"https://www.wikidata.org/wiki/Q7798106","display_name":"Threshold model","level":2,"score":0.26269999146461487},{"id":"https://openalex.org/C91575142","wikidata":"https://www.wikidata.org/wiki/Q1971426","display_name":"Optimal control","level":2,"score":0.2542000114917755}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tifs.2025.3611070","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tifs.2025.3611070","pdf_url":null,"source":{"id":"https://openalex.org/S61310614","display_name":"IEEE Transactions on Information Forensics and Security","issn_l":"1556-6013","issn":["1556-6013","1556-6021"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Information Forensics and Security","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3290939027","display_name":null,"funder_award_id":"62201284","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5319265591","display_name":"\u968f\u673a\u6270\u52a8\u4e0b\u5728\u7ebf\u793e\u4ea4\u7f51\u7edc\u4fe1\u606f\u4f20\u64ad\u4e0e\u6eaf\u6e90\u548c\u968f\u673a\u5171\u632f\u7814\u7a76","funder_award_id":"62071248","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5463792491","display_name":null,"funder_award_id":"KYCX24_1119","funder_id":"https://openalex.org/F4320335769","funder_display_name":"Graduate Research and Innovation Projects of Jiangsu Province"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320335769","display_name":"Graduate Research and Innovation Projects of Jiangsu Province","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":44,"referenced_works":["https://openalex.org/W2790166049","https://openalex.org/W2794521555","https://openalex.org/W2801053111","https://openalex.org/W2802141250","https://openalex.org/W2896253905","https://openalex.org/W2899283552","https://openalex.org/W2899708032","https://openalex.org/W2924173387","https://openalex.org/W2946793611","https://openalex.org/W2979428166","https://openalex.org/W3010882303","https://openalex.org/W3014579271","https://openalex.org/W3036369651","https://openalex.org/W3100271863","https://openalex.org/W3120787907","https://openalex.org/W3128531813","https://openalex.org/W3131834373","https://openalex.org/W3197610615","https://openalex.org/W3217086243","https://openalex.org/W4220717841","https://openalex.org/W4298149394","https://openalex.org/W4312602323","https://openalex.org/W4321617885","https://openalex.org/W4323818317","https://openalex.org/W4380320483","https://openalex.org/W4380927156","https://openalex.org/W4382791533","https://openalex.org/W4385776251","https://openalex.org/W4385877467","https://openalex.org/W4387329192","https://openalex.org/W4389618856","https://openalex.org/W4391467362","https://openalex.org/W4391899899","https://openalex.org/W4396890069","https://openalex.org/W4399346550","https://openalex.org/W4399752159","https://openalex.org/W4400039142","https://openalex.org/W4400373281","https://openalex.org/W4400390961","https://openalex.org/W4403295019","https://openalex.org/W4403995026","https://openalex.org/W4405694690","https://openalex.org/W4406202091","https://openalex.org/W4406584598"],"related_works":[],"abstract_inverted_index":{"The":[0,58],"inadequacy":[1],"of":[2,29,62,85,110,132,152,188],"traditional":[3],"binary":[4],"interaction":[5],"networks":[6,173],"in":[7,99,140],"characterizing":[8],"information":[9,39],"flow":[10],"processes":[11],"within":[12],"higher-order":[13,21],"structures":[14],"has":[15],"driven":[16],"growing":[17],"research":[18],"focus":[19],"toward":[20],"networks.":[22],"Considering":[23],"reporting":[24],"mechanism":[25,123],"and":[26,60,64,69,77,94,134,164,178,193],"the":[27,52,82,86,100,104,114,119,129,153,158,165,179,186,190,194],"dynamics":[28,167],"network":[30],"scale,":[31],"this":[32],"paper":[33],"proposes":[34],"a":[35],"susceptible-infected-quarantine-removed-empty":[36],"(SIQRE)":[37],"negative":[38,111],"diffusion":[40,166],"model":[41,154,159,192],"on":[42,75],"simplicial":[43,79],"complexes.":[44],"An":[45,97],"optimal":[46,180],"control":[47,142,181,195],"strategy,":[48],"taking":[49],"into":[50],"account":[51],"system":[53,87,105,141],"gain,":[54],"is":[55,116,155,182],"then":[56],"implemented.":[57],"existence":[59],"stability":[61],"equilibria,":[63],"bi-stability":[65],"between":[66],"invasion":[67],"threshold":[68,71],"persistence":[70],"are":[72,161,168],"derived.":[73],"Experiments":[74],"synthetic":[76],"empirical":[78],"complexes":[80],"reveal":[81],"dynamic":[83],"behavior":[84],"with":[88],"discontinuous":[89,125],"phase":[90,126],"transitions,":[91],"backward":[92],"bifurcation":[93],"periodic":[95],"oscillations.":[96],"increase":[98],"birth":[101],"rate":[102],"makes":[103],"more":[106],"susceptible":[107],"to":[108,144],"outbreaks":[109],"information,":[112],"while":[113],"opposite":[115],"true":[117],"for":[118],"death":[120],"rate.":[121],"Reporting":[122],"suppresses":[124],"transition.":[127],"And":[128],"synergistic":[130],"application":[131],"preventive":[133],"corrective":[135],"strategies":[136],"demonstrates":[137],"superior":[138],"cost-effectiveness":[139],"compared":[143],"their":[145],"isolated":[146],"implementation.":[147],"Additionally,":[148],"an":[149],"identifiability":[150],"analysis":[151],"conducted.":[156],"Finally,":[157],"parameters":[160],"inversely":[162],"estimated":[163],"predicted":[169],"using":[170],"physics-informed":[171],"neural":[172],"(PINNs)":[174],"across":[175],"three":[176],"instances,":[177],"subsequently":[183],"performed,":[184],"validating":[185],"effectiveness":[187],"both":[189],"proposed":[191],"strategy.":[196]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-06-26T08:34:08.712188","created_date":"2025-10-10T00:00:00"}
