{"id":"https://openalex.org/W4400914679","doi":"https://doi.org/10.1088/2632-2153/ad66af","title":"Multi-perspective feedback-attention coupling model for continuous-time dynamic graphs","display_name":"Multi-perspective feedback-attention coupling model for continuous-time dynamic graphs","publication_year":2024,"publication_date":"2024-07-23","ids":{"openalex":"https://openalex.org/W4400914679","doi":"https://doi.org/10.1088/2632-2153/ad66af"},"language":"en","primary_location":{"id":"doi:10.1088/2632-2153/ad66af","is_oa":true,"landing_page_url":"https://doi.org/10.1088/2632-2153/ad66af","pdf_url":"https://iopscience.iop.org/article/10.1088/2632-2153/ad66af/pdf","source":{"id":"https://openalex.org/S4210200687","display_name":"Machine Learning Science and Technology","issn_l":"2632-2153","issn":["2632-2153"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320083","host_organization_name":"IOP Publishing","host_organization_lineage":["https://openalex.org/P4310320083","https://openalex.org/P4310311669"],"host_organization_lineage_names":["IOP Publishing","Institute of Physics"],"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: Science and Technology","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://iopscience.iop.org/article/10.1088/2632-2153/ad66af/pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5102250287","display_name":"Xiaobo Zhu","orcid":null},"institutions":[{"id":"https://openalex.org/I116953780","display_name":"Tongji University","ror":"https://ror.org/03rc6as71","country_code":"CN","type":"education","lineage":["https://openalex.org/I116953780"]},{"id":"https://openalex.org/I177933477","display_name":"Second Military Medical University","ror":"https://ror.org/04tavpn47","country_code":"CN","type":"education","lineage":["https://openalex.org/I177933477"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaobo Zhu","raw_affiliation_strings":["College of Electronic and Information Engineering, Tongji University, Caoan Road 4800, Shanghai 201804, People\u2019s Republic of China","Department of Clinical Anesthesiology, School of Anesthesiology, Second Military Medical University/Naval Medical University, Shanghai 200433, People\u2019s Republic of China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Electronic and Information Engineering, Tongji University, Caoan Road 4800, Shanghai 201804, People\u2019s Republic of China","institution_ids":["https://openalex.org/I116953780"]},{"raw_affiliation_string":"Department of Clinical Anesthesiology, School of Anesthesiology, Second Military Medical University/Naval Medical University, Shanghai 200433, People\u2019s Republic of China","institution_ids":["https://openalex.org/I177933477"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070702602","display_name":"Yan Wu","orcid":"https://orcid.org/0000-0002-8874-8886"},"institutions":[{"id":"https://openalex.org/I116953780","display_name":"Tongji University","ror":"https://ror.org/03rc6as71","country_code":"CN","type":"education","lineage":["https://openalex.org/I116953780"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yan Wu","raw_affiliation_strings":["College of Electronic and Information Engineering, Tongji University, Caoan Road 4800, Shanghai 201804, People\u2019s Republic of China"],"raw_orcid":"https://orcid.org/0000-0002-8874-8886","affiliations":[{"raw_affiliation_string":"College of Electronic and Information Engineering, Tongji University, Caoan Road 4800, Shanghai 201804, People\u2019s Republic of China","institution_ids":["https://openalex.org/I116953780"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113071992","display_name":"Jin Che","orcid":null},"institutions":[{"id":"https://openalex.org/I21642278","display_name":"Ningxia University","ror":"https://ror.org/04j7b2v61","country_code":"CN","type":"education","lineage":["https://openalex.org/I21642278"]},{"id":"https://openalex.org/I4210125232","display_name":"Ningxia Seismological Bureau","ror":"https://ror.org/029w34q36","country_code":"CN","type":"government","lineage":["https://openalex.org/I4210125232","https://openalex.org/I90149893"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jin Che","raw_affiliation_strings":["School of Physics and Electronic-Electrical Engineering, Ningxia University, No 217 Wencui Street (North), Xixia District, Yinchuan 750021, Ningxia Hui Autonomous Region, People\u2019s Republic of China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Physics and Electronic-Electrical Engineering, Ningxia University, No 217 Wencui Street (North), Xixia District, Yinchuan 750021, Ningxia Hui Autonomous Region, People\u2019s Republic of China","institution_ids":["https://openalex.org/I21642278","https://openalex.org/I4210125232"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111154262","display_name":"Chao Wang","orcid":null},"institutions":[{"id":"https://openalex.org/I116953780","display_name":"Tongji University","ror":"https://ror.org/03rc6as71","country_code":"CN","type":"education","lineage":["https://openalex.org/I116953780"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chao Wang","raw_affiliation_strings":["College of Electronic and Information Engineering, Tongji University, Caoan Road 4800, Shanghai 201804, People\u2019s Republic of China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Electronic and Information Engineering, Tongji University, Caoan Road 4800, Shanghai 201804, People\u2019s Republic of China","institution_ids":["https://openalex.org/I116953780"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057424294","display_name":"Liying Wang","orcid":"https://orcid.org/0000-0002-2692-2770"},"institutions":[{"id":"https://openalex.org/I116953780","display_name":"Tongji University","ror":"https://ror.org/03rc6as71","country_code":"CN","type":"education","lineage":["https://openalex.org/I116953780"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Liying Wang","raw_affiliation_strings":["College of Electronic and Information Engineering, Tongji University, Caoan Road 4800, Shanghai 201804, People\u2019s Republic of China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Electronic and Information Engineering, Tongji University, Caoan Road 4800, Shanghai 201804, People\u2019s Republic of China","institution_ids":["https://openalex.org/I116953780"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5086830192","display_name":"Zhan\u2010Heng Chen","orcid":"https://orcid.org/0000-0002-2331-4446"},"institutions":[{"id":"https://openalex.org/I177933477","display_name":"Second Military Medical University","ror":"https://ror.org/04tavpn47","country_code":"CN","type":"education","lineage":["https://openalex.org/I177933477"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhanheng Chen","raw_affiliation_strings":["Department of Clinical Anesthesiology, School of Anesthesiology, Second Military Medical University/Naval Medical University, Shanghai 200433, People\u2019s Republic of China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Clinical Anesthesiology, School of Anesthesiology, Second Military Medical University/Naval Medical University, Shanghai 200433, People\u2019s Republic of China","institution_ids":["https://openalex.org/I177933477"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1600,"currency":"GBP","value_usd":1962},"apc_paid":{"value":1600,"currency":"GBP","value_usd":1962},"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.09034811,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"5","issue":"3","first_page":"035033","last_page":"035033"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12805","display_name":"Cognitive Science and Mapping","score":0.8187000155448914,"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/T12805","display_name":"Cognitive Science and Mapping","score":0.8187000155448914,"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/T10064","display_name":"Complex Network Analysis Techniques","score":0.7200000286102295,"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/T10799","display_name":"Data Visualization and Analytics","score":0.6863999962806702,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/perspective","display_name":"Perspective (graphical)","score":0.6950686573982239},{"id":"https://openalex.org/keywords/coupling","display_name":"Coupling (piping)","score":0.5527311563491821},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.49374303221702576},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.1970824897289276},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.12594074010849},{"id":"https://openalex.org/keywords/mechanical-engineering","display_name":"Mechanical engineering","score":0.08320444822311401}],"concepts":[{"id":"https://openalex.org/C12713177","wikidata":"https://www.wikidata.org/wiki/Q1900281","display_name":"Perspective (graphical)","level":2,"score":0.6950686573982239},{"id":"https://openalex.org/C131584629","wikidata":"https://www.wikidata.org/wiki/Q4308705","display_name":"Coupling (piping)","level":2,"score":0.5527311563491821},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.49374303221702576},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.1970824897289276},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.12594074010849},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.08320444822311401}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1088/2632-2153/ad66af","is_oa":true,"landing_page_url":"https://doi.org/10.1088/2632-2153/ad66af","pdf_url":"https://iopscience.iop.org/article/10.1088/2632-2153/ad66af/pdf","source":{"id":"https://openalex.org/S4210200687","display_name":"Machine Learning Science and Technology","issn_l":"2632-2153","issn":["2632-2153"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320083","host_organization_name":"IOP Publishing","host_organization_lineage":["https://openalex.org/P4310320083","https://openalex.org/P4310311669"],"host_organization_lineage_names":["IOP Publishing","Institute of Physics"],"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: Science and Technology","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:79fc6a030ea24052ab6cdfb1da9ca2b8","is_oa":true,"landing_page_url":"https://doaj.org/article/79fc6a030ea24052ab6cdfb1da9ca2b8","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: Science and Technology, Vol 5, Iss 3, p 035033 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1088/2632-2153/ad66af","is_oa":true,"landing_page_url":"https://doi.org/10.1088/2632-2153/ad66af","pdf_url":"https://iopscience.iop.org/article/10.1088/2632-2153/ad66af/pdf","source":{"id":"https://openalex.org/S4210200687","display_name":"Machine Learning Science and Technology","issn_l":"2632-2153","issn":["2632-2153"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320083","host_organization_name":"IOP Publishing","host_organization_lineage":["https://openalex.org/P4310320083","https://openalex.org/P4310311669"],"host_organization_lineage_names":["IOP Publishing","Institute of Physics"],"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: Science and Technology","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2574889322","display_name":null,"funder_award_id":"2021AC19394","funder_id":"https://openalex.org/F4320336630","funder_display_name":"Specific Research Project of Guangxi for Research Bases and Talents"},{"id":"https://openalex.org/G3448035094","display_name":"\u57fa\u4e8e\u6df1\u5ea6\u5b66\u4e60\u7684\u884c\u4eba\u518d\u8bc6\u522b\u53ca\u5176\u5728\u5e7f\u57df\u6444\u50cf\u673a\u7f51\u7edc\u4e2d\u7684\u8ddf\u8e2a\u7814\u7a76","funder_award_id":"61861037","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5228271564","display_name":null,"funder_award_id":"62002297","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320336630","display_name":"Specific Research Project of Guangxi for Research Bases and Talents","ror":null}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4400914679.pdf","grobid_xml":"https://content.openalex.org/works/W4400914679.grobid-xml"},"referenced_works_count":36,"referenced_works":["https://openalex.org/W2008857988","https://openalex.org/W2116341502","https://openalex.org/W2335708241","https://openalex.org/W2589622533","https://openalex.org/W2610034660","https://openalex.org/W2801182099","https://openalex.org/W2954691982","https://openalex.org/W2962756421","https://openalex.org/W2998436408","https://openalex.org/W4205091644","https://openalex.org/W6637178625","https://openalex.org/W6719575533","https://openalex.org/W6726873649","https://openalex.org/W6731918294","https://openalex.org/W6738964360","https://openalex.org/W6747795875","https://openalex.org/W6748856961","https://openalex.org/W6750608841","https://openalex.org/W6752349804","https://openalex.org/W6755681159","https://openalex.org/W6756824363","https://openalex.org/W6757831817","https://openalex.org/W6762093168","https://openalex.org/W6762577891","https://openalex.org/W6762963088","https://openalex.org/W6766768147","https://openalex.org/W6769487651","https://openalex.org/W6771247989","https://openalex.org/W6779860234","https://openalex.org/W6785099855","https://openalex.org/W6789146462","https://openalex.org/W6794812656","https://openalex.org/W6840581513","https://openalex.org/W6849904387","https://openalex.org/W6850746183","https://openalex.org/W7009330471"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2149537132","https://openalex.org/W2376932109","https://openalex.org/W2018871932","https://openalex.org/W2001405890","https://openalex.org/W641279757"],"abstract_inverted_index":{"Abstract":[0],"Representation":[1],"learning":[2],"over":[3],"graph":[4,35,48,86],"networks":[5],"has":[6],"recently":[7],"gained":[8],"popularity,":[9],"with":[10,141],"many":[11,45],"models":[12],"showing":[13],"promising":[14],"results.":[15],"However,":[16],"several":[17],"challenges":[18],"remain:":[19],"(1)":[20],"most":[21],"methods":[22],"are":[23],"designed":[24],"for":[25],"static":[26],"or":[27],"discrete-time":[28],"dynamic":[29,34,47,85],"graphs;":[30],"(2)":[31],"existing":[32],"continuous-time":[33,46],"algorithms":[36],"focus":[37],"on":[38,156],"a":[39,63,104,126,137],"single":[40],"evolving":[41,74,90],"perspective;":[42],"and":[43,75,102,162,169],"(3)":[44],"approaches":[49],"necessitate":[50],"numerous":[51],"temporal":[52,105,130],"neighbors":[53],"to":[54,78,108,119,145],"capture":[55,120],"long-term":[56,121],"dependencies.":[57],"In":[58],"response,":[59],"this":[60],"paper":[61],"introduces":[62],"Multi-Perspective":[64],"Feedback-Attention":[65],"Coupling":[66],"(MPFA)":[67],"model.":[68,174],"MPFA":[69],"incorporates":[70],"information":[71,150],"from":[72],"both":[73],"original":[76,134,148],"perspectives":[77],"effectively":[79],"learn":[80],"the":[81,93,133,147,167],"complex":[82],"dynamics":[83],"of":[84,96,100,123,129,151,171],"evolution":[87],"processes.":[88],"The":[89],"perspective":[91,114,135],"considers":[92],"current":[94,110],"state":[95,111,149],"historical":[97],"interaction":[98],"events":[99],"nodes":[101,124],"uses":[103],"attention":[106,139],"module":[107,140],"aggregate":[109,146],"information.":[112],"This":[113],"also":[115],"makes":[116],"it":[117],"possible":[118],"dependencies":[122],"using":[125],"small":[127],"number":[128],"neighbors.":[131],"Meanwhile,":[132],"utilizes":[136],"feedback":[138],"growth":[142],"characteristic":[143],"coefficients":[144],"node":[152],"interactions.":[153],"Experimental":[154],"results":[155],"one":[157],"dataset":[158],"organized":[159],"by":[160],"ourselves":[161],"seven":[163],"public":[164],"datasets":[165],"validate":[166],"effectiveness":[168],"competitiveness":[170],"our":[172],"proposed":[173]},"counts_by_year":[],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}