{"id":"https://openalex.org/W4404849833","doi":"https://doi.org/10.1109/icnsc62968.2024.10760206","title":"Dynamic Graph Neural Networks with Neighborhood Constraints","display_name":"Dynamic Graph Neural Networks with Neighborhood Constraints","publication_year":2024,"publication_date":"2024-10-18","ids":{"openalex":"https://openalex.org/W4404849833","doi":"https://doi.org/10.1109/icnsc62968.2024.10760206"},"language":"en","primary_location":{"id":"doi:10.1109/icnsc62968.2024.10760206","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icnsc62968.2024.10760206","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 International Conference on Networking, Sensing and Control (ICNSC)","raw_type":"proceedings-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/A5103233214","display_name":"Jiankang Ren","orcid":"https://orcid.org/0000-0002-2295-6316"},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Jiankang Ren","raw_affiliation_strings":["School of Computer Science and Technology, Dalian University of Technology,Dalian,China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Dalian University of Technology,Dalian,China","institution_ids":["https://openalex.org/I27357992"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011141974","display_name":"Xian Lv","orcid":"https://orcid.org/0009-0002-7300-5550"},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xian Lv","raw_affiliation_strings":["School of Computer Science and Technology, Dalian University of Technology,Dalian,China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Dalian University of Technology,Dalian,China","institution_ids":["https://openalex.org/I27357992"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044019139","display_name":"Jun Zhang","orcid":"https://orcid.org/0000-0002-2189-7801"},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jun Zhang","raw_affiliation_strings":["Graduate School of Education, Dalian University of Technology,Dalian,China"],"affiliations":[{"raw_affiliation_string":"Graduate School of Education, Dalian University of Technology,Dalian,China","institution_ids":["https://openalex.org/I27357992"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100342424","display_name":"Xu Li","orcid":"https://orcid.org/0000-0001-8902-4989"},"institutions":[{"id":"https://openalex.org/I1334729051","display_name":"Xinjiang Normal University","ror":"https://ror.org/00ndrvk93","country_code":"CN","type":"education","lineage":["https://openalex.org/I1334729051"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xu Li","raw_affiliation_strings":["School of Computer Science and Technology, Xinjiang Normal University,Xinjiang,China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Xinjiang Normal University,Xinjiang,China","institution_ids":["https://openalex.org/I1334729051"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109599928","display_name":"Zheng Ni","orcid":null},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zheng Ni","raw_affiliation_strings":["School of Computer Science and Technology, Dalian University of Technology,Dalian,China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Dalian University of Technology,Dalian,China","institution_ids":["https://openalex.org/I27357992"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100458466","display_name":"Haijun Zhang","orcid":"https://orcid.org/0000-0002-9958-1102"},"institutions":[{"id":"https://openalex.org/I1334729051","display_name":"Xinjiang Normal University","ror":"https://ror.org/00ndrvk93","country_code":"CN","type":"education","lineage":["https://openalex.org/I1334729051"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haijun Zhang","raw_affiliation_strings":["School of Computer Science and Technology, Xinjiang Normal University,Xinjiang,China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Xinjiang Normal University,Xinjiang,China","institution_ids":["https://openalex.org/I1334729051"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5103233214"],"corresponding_institution_ids":["https://openalex.org/I27357992"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.19785071,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.9929999709129333,"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/T10320","display_name":"Neural Networks and Applications","score":0.9929999709129333,"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/T11273","display_name":"Advanced Graph Neural Networks","score":0.9424999952316284,"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/T12292","display_name":"Graph Theory and Algorithms","score":0.9050999879837036,"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/computer-science","display_name":"Computer science","score":0.7064106464385986},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.48770245909690857},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.4093686044216156}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7064106464385986},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.48770245909690857},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.4093686044216156}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icnsc62968.2024.10760206","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icnsc62968.2024.10760206","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 International Conference on Networking, Sensing and Control (ICNSC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.5199999809265137,"id":"https://metadata.un.org/sdg/11","display_name":"Sustainable cities and communities"}],"awards":[{"id":"https://openalex.org/G2340091244","display_name":null,"funder_award_id":"L17CTQ002","funder_id":"https://openalex.org/F4320335472","funder_display_name":"Social Science Foundation of Liaoning Province"},{"id":"https://openalex.org/G3277693567","display_name":null,"funder_award_id":"DUT21JC27","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"},{"id":"https://openalex.org/G3647694639","display_name":null,"funder_award_id":"62072067,62466059,61602080,U1808206,61872052,61602084","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4655615328","display_name":null,"funder_award_id":"ZR2023LZH016","funder_id":"https://openalex.org/F4320324174","funder_display_name":"Natural Science Foundation of Shandong Province"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320324174","display_name":"Natural Science Foundation of Shandong Province","ror":null},{"id":"https://openalex.org/F4320335472","display_name":"Social Science Foundation of Liaoning Province","ror":null},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"Graph":[0,17],"data":[1,33],"are":[2],"well":[3],"suited":[4],"to":[5,12,34,63,72,103,138,146,160,190],"represent":[6],"complex":[7],"interactions":[8],"and":[9,27,98],"dependencies":[10],"owing":[11],"its":[13,53],"inherent":[14],"relational":[15],"structure.":[16],"neural":[18,127],"networks":[19],"(GNNs)":[20],"can":[21],"effectively":[22],"explore":[23],"the":[24,41,64,93,96,100,105,109,121,124,131,134,140,143,152,162,184],"topological":[25],"structure":[26],"node":[28,45],"feature":[29],"information":[30,51,65,132],"of":[31,43,67,95,108,133,142],"graph":[32,84,115,126],"perform":[35],"perceptual":[36],"inference":[37,181],"tasks.":[38],"In":[39],"GNNs,":[40],"state":[42],"each":[44],"is":[46,158],"iteratively":[47],"updated":[48],"by":[49],"aggregating":[50],"from":[52],"neighbors.":[54],"Note":[55],"that":[56,174],"some":[57],"noise":[58],"may":[59],"be":[60],"introduced":[61],"due":[62],"aggregation":[66],"irrelevant":[68],"neighbor":[69],"nodes,":[70,110],"leading":[71],"poor":[73],"performance":[74,141],"with":[75,116,183],"higher":[76,180,187],"computational":[77],"overhead.":[78],"This":[79],"paper":[80],"proposes":[81],"a":[82,113,155,167,179],"dynamic":[83,117,125],"generation":[85],"method":[86,177],"based":[87],"on":[88,120],"neighborhood":[89,101,148],"constraints,":[90],"which":[91],"learns":[92],"degrees":[94,165],"nodes":[97,163],"imposes":[99],"constraints":[102,149],"limit":[104],"neighbor-hood":[106],"space":[107],"resulting":[111],"in":[112],"sparse":[114,122],"neighborhoods.":[118],"Based":[119],"graph,":[123],"network":[128],"selectively":[129],"aggregates":[130],"most":[135],"important":[136],"neighbors":[137],"improve":[139],"model.":[144],"Furthermore,":[145],"ensure":[147],"satisfaction":[150],"during":[151],"learning":[153],"process,":[154],"loss":[156],"function":[157],"designed":[159],"penalize":[161],"whose":[164],"exceed":[166],"specific":[168],"threshold.":[169],"The":[170],"evaluation":[171],"results":[172],"demonstrate":[173],"our":[175],"proposed":[176],"achieves":[178],"accuracy":[182],"same":[185],"or":[186],"sparsity":[188],"compared":[189],"state-of-the-art":[191],"methods.":[192]},"counts_by_year":[],"updated_date":"2025-12-27T23:08:20.325037","created_date":"2025-10-10T00:00:00"}