{"id":"https://openalex.org/W4410582747","doi":"https://doi.org/10.23919/date64628.2025.10993194","title":"Continuous GNN-Based Anomaly Detection on Edge Using Efficient Adaptive Knowledge Graph Learning","display_name":"Continuous GNN-Based Anomaly Detection on Edge Using Efficient Adaptive Knowledge Graph Learning","publication_year":2025,"publication_date":"2025-03-31","ids":{"openalex":"https://openalex.org/W4410582747","doi":"https://doi.org/10.23919/date64628.2025.10993194"},"language":"en","primary_location":{"id":"doi:10.23919/date64628.2025.10993194","is_oa":false,"landing_page_url":"https://doi.org/10.23919/date64628.2025.10993194","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 Design, Automation & Test in Europe Conference (DATE)","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/A5006363230","display_name":"Sanggeon Yun","orcid":"https://orcid.org/0000-0002-0488-9666"},"institutions":[{"id":"https://openalex.org/I204250578","display_name":"University of California, Irvine","ror":"https://ror.org/04gyf1771","country_code":"US","type":"education","lineage":["https://openalex.org/I204250578"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Sanggeon Yun","raw_affiliation_strings":["University of California,Irvine,CA,USA"],"affiliations":[{"raw_affiliation_string":"University of California,Irvine,CA,USA","institution_ids":["https://openalex.org/I204250578"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069537375","display_name":"Ryozo Masukawa","orcid":null},"institutions":[{"id":"https://openalex.org/I204250578","display_name":"University of California, Irvine","ror":"https://ror.org/04gyf1771","country_code":"US","type":"education","lineage":["https://openalex.org/I204250578"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ryozo Masukawa","raw_affiliation_strings":["University of California,Irvine,CA,USA"],"affiliations":[{"raw_affiliation_string":"University of California,Irvine,CA,USA","institution_ids":["https://openalex.org/I204250578"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5093973915","display_name":"William Youngwoo Chung","orcid":null},"institutions":[{"id":"https://openalex.org/I204250578","display_name":"University of California, Irvine","ror":"https://ror.org/04gyf1771","country_code":"US","type":"education","lineage":["https://openalex.org/I204250578"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"William Youngwoo Chung","raw_affiliation_strings":["University of California,Irvine,CA,USA"],"affiliations":[{"raw_affiliation_string":"University of California,Irvine,CA,USA","institution_ids":["https://openalex.org/I204250578"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113270403","display_name":"Minhyoung Na","orcid":null},"institutions":[{"id":"https://openalex.org/I110273157","display_name":"Kookmin University","ror":"https://ror.org/0049erg63","country_code":"KR","type":"education","lineage":["https://openalex.org/I110273157"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Minhyoung Na","raw_affiliation_strings":["Kookmin University,Seoul,Republic of Korea"],"affiliations":[{"raw_affiliation_string":"Kookmin University,Seoul,Republic of Korea","institution_ids":["https://openalex.org/I110273157"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032194186","display_name":"Nathaniel D. Bastian","orcid":"https://orcid.org/0000-0001-9957-2778"},"institutions":[{"id":"https://openalex.org/I192545095","display_name":"United States Military Academy","ror":"https://ror.org/01jepya76","country_code":"US","type":"education","lineage":["https://openalex.org/I1304082316","https://openalex.org/I1330347796","https://openalex.org/I192545095","https://openalex.org/I4210088792"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Nathaniel D. Bastian","raw_affiliation_strings":["United States Military Academy,West Point,NY,USA"],"affiliations":[{"raw_affiliation_string":"United States Military Academy,West Point,NY,USA","institution_ids":["https://openalex.org/I192545095"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5033221192","display_name":"Mohsen Imani","orcid":"https://orcid.org/0000-0002-5761-0622"},"institutions":[{"id":"https://openalex.org/I204250578","display_name":"University of California, Irvine","ror":"https://ror.org/04gyf1771","country_code":"US","type":"education","lineage":["https://openalex.org/I204250578"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mohsen Imani","raw_affiliation_strings":["University of California,Irvine,CA,USA"],"affiliations":[{"raw_affiliation_string":"University of California,Irvine,CA,USA","institution_ids":["https://openalex.org/I204250578"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5006363230"],"corresponding_institution_ids":["https://openalex.org/I204250578"],"apc_list":null,"apc_paid":null,"fwci":2.8599,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.9091547,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"7"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9940999746322632,"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9940999746322632,"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/T10400","display_name":"Network Security and Intrusion Detection","score":0.9886000156402588,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/anomaly-detection","display_name":"Anomaly detection","score":0.6958701610565186},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6799825429916382},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.4412647783756256},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.4343675971031189},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4012835621833801},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.21876096725463867}],"concepts":[{"id":"https://openalex.org/C739882","wikidata":"https://www.wikidata.org/wiki/Q3560506","display_name":"Anomaly detection","level":2,"score":0.6958701610565186},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6799825429916382},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.4412647783756256},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.4343675971031189},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4012835621833801},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.21876096725463867}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.23919/date64628.2025.10993194","is_oa":false,"landing_page_url":"https://doi.org/10.23919/date64628.2025.10993194","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 Design, Automation & Test in Europe Conference (DATE)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1875902628","display_name":null,"funder_award_id":"W911NF2410360","funder_id":"https://openalex.org/F4320338281","funder_display_name":"Army Research Office"},{"id":"https://openalex.org/G4939841301","display_name":null,"funder_award_id":"USMA 21050","funder_id":"https://openalex.org/F4320338295","funder_display_name":"Army Research Laboratory"},{"id":"https://openalex.org/G5929590198","display_name":null,"funder_award_id":"2127780,2319198,2321840,2312517,2235472","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G7363961228","display_name":null,"funder_award_id":"FA9550-22-1-0253","funder_id":"https://openalex.org/F4320338279","funder_display_name":"Air Force Office of Scientific Research"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"},{"id":"https://openalex.org/F4320306078","display_name":"U.S. Department of Defense","ror":"https://ror.org/0447fe631"},{"id":"https://openalex.org/F4320306087","display_name":"Semiconductor Research Corporation","ror":"https://ror.org/047z4n946"},{"id":"https://openalex.org/F4320332447","display_name":"U.S. Army","ror":"https://ror.org/00afsp483"},{"id":"https://openalex.org/F4320337632","display_name":"U.S. Military Academy","ror":"https://ror.org/01jepya76"},{"id":"https://openalex.org/F4320337807","display_name":"U.S. Army Combat Capabilities Development Command","ror":null},{"id":"https://openalex.org/F4320338279","display_name":"Air Force Office of Scientific Research","ror":"https://ror.org/011e9bt93"},{"id":"https://openalex.org/F4320338281","display_name":"Army Research Office","ror":"https://ror.org/05epdh915"},{"id":"https://openalex.org/F4320338295","display_name":"Army Research Laboratory","ror":"https://ror.org/011hc8f90"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":26,"referenced_works":["https://openalex.org/W2416799949","https://openalex.org/W2568772110","https://openalex.org/W2962784628","https://openalex.org/W2963610939","https://openalex.org/W2963795951","https://openalex.org/W3021309758","https://openalex.org/W3089682612","https://openalex.org/W3134566480","https://openalex.org/W3136793533","https://openalex.org/W3157789903","https://openalex.org/W3184357402","https://openalex.org/W3198377975","https://openalex.org/W4294073552","https://openalex.org/W4304084217","https://openalex.org/W4313053147","https://openalex.org/W4321458511","https://openalex.org/W4386071707","https://openalex.org/W4386076497","https://openalex.org/W4389166675","https://openalex.org/W4399854644","https://openalex.org/W4401935126","https://openalex.org/W4402469100","https://openalex.org/W4409261919","https://openalex.org/W4409262911","https://openalex.org/W6791353385","https://openalex.org/W6963698098"],"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":{"The":[0],"increasing":[1],"demand":[2],"for":[3,48,125,189],"robust":[4],"security":[5],"solutions":[6],"across":[7],"various":[8],"industries":[9],"has":[10],"made":[11],"Video":[12],"Anomaly":[13],"Detection":[14],"(VAD)":[15],"a":[16,58,64,70,134,159],"critical":[17],"task":[18],"in":[19,89,97,191],"applications":[20],"such":[21],"as":[22],"intelligent":[23],"surveillance,":[24],"evidence":[25],"investigation,":[26],"and":[27,46,92,113,164,193],"violence":[28],"detection.":[29],"Traditional":[30],"approaches":[31],"to":[32,103,109,170],"VAD":[33],"often":[34],"rely":[35],"on":[36,143],"finetuning":[37],"large":[38,77],"pre-trained":[39],"models,":[40,184],"which":[41],"can":[42],"be":[43],"computationally":[44],"expensive":[45],"impractical":[47],"real-time":[49,168],"or":[50],"resource-constrained":[51,194],"environments.":[52,195],"To":[53],"address":[54],"this,":[55],"MissionGNN":[56],"introduced":[57],"more":[59,187],"efficient":[60],"method":[61,153],"by":[62],"training":[63],"graph":[65,73],"neural":[66],"network":[67],"(GNN)":[68],"using":[69],"fixed":[71],"knowledge":[72],"(KG)":[74],"derived":[75],"from":[76],"language":[78],"models":[79],"(LLMs)":[80],"like":[81],"GPT-4.":[82],"While":[83],"this":[84,130],"approach":[85,177],"demonstrated":[86],"significant":[87],"efficiency":[88],"computational":[90],"power":[91],"memory,":[93],"it":[94],"faces":[95],"limitations":[96,148],"dynamic":[98,192],"environments":[99],"where":[100],"frequent":[101],"updates":[102,118],"the":[104,147,156,179],"KG":[105,140,157],"are":[106],"necessary":[107],"due":[108],"evolving":[110],"behavior":[111],"trends":[112],"shifting":[114],"data":[115,172],"patterns.":[116],"These":[117],"typically":[119],"require":[120],"cloud-based":[121],"computation,":[122],"posing":[123],"challenges":[124],"edge":[126,144],"computing":[127],"applications.":[128],"In":[129],"paper,":[131],"we":[132],"propose":[133],"novel":[135],"framework":[136],"that":[137],"facilitates":[138],"continuous":[139,175],"adaptation":[141,169],"directly":[142],"devices,":[145],"overcoming":[146],"of":[149,181],"cloud":[150],"dependency.":[151],"Our":[152],"dynamically":[154],"modifies":[155],"through":[158],"three-phase":[160],"process:":[161],"pruning,":[162],"alternating,":[163],"creating":[165],"nodes,":[166],"enabling":[167],"changing":[171],"trends.":[173],"This":[174],"learning":[176],"enhances":[178],"robustness":[180],"anomaly":[182],"detection":[183],"making":[185],"them":[186],"suitable":[188],"deployment":[190]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}