{"id":"https://openalex.org/W7094955378","doi":"https://doi.org/10.1145/3746027.3755805","title":"Skynet-V1: Towards Early Warning of Video Abnormal Events via A Spatial-temporal Causal-enhanced MoE Framework","display_name":"Skynet-V1: Towards Early Warning of Video Abnormal Events via A Spatial-temporal Causal-enhanced MoE Framework","publication_year":2025,"publication_date":"2025-10-25","ids":{"openalex":"https://openalex.org/W7094955378","doi":"https://doi.org/10.1145/3746027.3755805"},"language":null,"primary_location":{"id":"doi:10.1145/3746027.3755805","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3746027.3755805","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 33rd ACM International Conference on Multimedia","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":null,"display_name":"Junxiao Ma","orcid":"https://orcid.org/0009-0008-6437-2061"},"institutions":[{"id":"https://openalex.org/I3923682","display_name":"Soochow University","ror":"https://ror.org/05t8y2r12","country_code":"CN","type":"education","lineage":["https://openalex.org/I3923682"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Junxiao Ma","raw_affiliation_strings":["School of Computer Science and Technology, Soochow University, Suzhou, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Soochow University, Suzhou, China","institution_ids":["https://openalex.org/I3923682"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Jingjing Wang","orcid":"https://orcid.org/0009-0006-3619-1525"},"institutions":[{"id":"https://openalex.org/I3923682","display_name":"Soochow University","ror":"https://ror.org/05t8y2r12","country_code":"CN","type":"education","lineage":["https://openalex.org/I3923682"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jingjing Wang","raw_affiliation_strings":["School of Computer Science and Technology, Soochow University, Suzhou, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Soochow University, Suzhou, China","institution_ids":["https://openalex.org/I3923682"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Min Zhang","orcid":"https://orcid.org/0000-0002-3895-5510"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Min Zhang","raw_affiliation_strings":["Harbin Institute of Technology, Shenzhen, Shenzhen, China"],"affiliations":[{"raw_affiliation_string":"Harbin Institute of Technology, Shenzhen, Shenzhen, China","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"last","author":{"id":null,"display_name":"Guodong Zhou","orcid":"https://orcid.org/0000-0002-7887-5099"},"institutions":[{"id":"https://openalex.org/I3923682","display_name":"Soochow University","ror":"https://ror.org/05t8y2r12","country_code":"CN","type":"education","lineage":["https://openalex.org/I3923682"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guodong Zhou","raw_affiliation_strings":["School of Computer Science and Technology, Soochow University, suzhou, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Soochow University, suzhou, China","institution_ids":["https://openalex.org/I3923682"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I3923682"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.55627939,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"6586","last_page":"6595"},"is_retracted":false,"is_paratext":false,"is_xpac":true,"primary_topic":{"id":"https://openalex.org/T11841","display_name":"Nuclear Structure and Function","score":0.03440000116825104,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T11841","display_name":"Nuclear Structure and Function","score":0.03440000116825104,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10978","display_name":"Prenatal Screening and Diagnostics","score":0.02419999986886978,"subfield":{"id":"https://openalex.org/subfields/2735","display_name":"Pediatrics, Perinatology and Child Health"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T12229","display_name":"Pharmacological Effects and Toxicity Studies","score":0.023499999195337296,"subfield":{"id":"https://openalex.org/subfields/2735","display_name":"Pediatrics, Perinatology and Child Health"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/event","display_name":"Event (particle physics)","score":0.690500020980835},{"id":"https://openalex.org/keywords/warning-system","display_name":"Warning system","score":0.6261000037193298},{"id":"https://openalex.org/keywords/abnormality","display_name":"Abnormality","score":0.5978999733924866},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.5450000166893005},{"id":"https://openalex.org/keywords/anomaly-detection","display_name":"Anomaly detection","score":0.5361999869346619},{"id":"https://openalex.org/keywords/focus","display_name":"Focus (optics)","score":0.5232999920845032},{"id":"https://openalex.org/keywords/anomaly","display_name":"Anomaly (physics)","score":0.4560999870300293},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.41029998660087585}],"concepts":[{"id":"https://openalex.org/C2779662365","wikidata":"https://www.wikidata.org/wiki/Q5416694","display_name":"Event (particle physics)","level":2,"score":0.690500020980835},{"id":"https://openalex.org/C29825287","wikidata":"https://www.wikidata.org/wiki/Q1427940","display_name":"Warning system","level":2,"score":0.6261000037193298},{"id":"https://openalex.org/C50965678","wikidata":"https://www.wikidata.org/wiki/Q2724302","display_name":"Abnormality","level":2,"score":0.5978999733924866},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5896999835968018},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.5450000166893005},{"id":"https://openalex.org/C739882","wikidata":"https://www.wikidata.org/wiki/Q3560506","display_name":"Anomaly detection","level":2,"score":0.5361999869346619},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.5232999920845032},{"id":"https://openalex.org/C12997251","wikidata":"https://www.wikidata.org/wiki/Q567560","display_name":"Anomaly (physics)","level":2,"score":0.4560999870300293},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.41029998660087585},{"id":"https://openalex.org/C2777210771","wikidata":"https://www.wikidata.org/wiki/Q4927124","display_name":"Block (permutation group theory)","level":2,"score":0.39399999380111694},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.3589000105857849},{"id":"https://openalex.org/C2776544517","wikidata":"https://www.wikidata.org/wiki/Q189447","display_name":"Unexpected events","level":2,"score":0.33880001306533813},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.33719998598098755},{"id":"https://openalex.org/C2779296788","wikidata":"https://www.wikidata.org/wiki/Q5326904","display_name":"Early warning system","level":3,"score":0.3257000148296356},{"id":"https://openalex.org/C2780719617","wikidata":"https://www.wikidata.org/wiki/Q1030752","display_name":"Salient","level":2,"score":0.2782000005245209},{"id":"https://openalex.org/C168167062","wikidata":"https://www.wikidata.org/wiki/Q1117970","display_name":"Component (thermodynamics)","level":2,"score":0.2712000012397766},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.27059999108314514},{"id":"https://openalex.org/C3018537244","wikidata":"https://www.wikidata.org/wiki/Q242256","display_name":"Video monitoring","level":2,"score":0.2694000005722046},{"id":"https://openalex.org/C89992363","wikidata":"https://www.wikidata.org/wiki/Q5961558","display_name":"Track (disk drive)","level":2,"score":0.26489999890327454},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.26080000400543213},{"id":"https://openalex.org/C2775936607","wikidata":"https://www.wikidata.org/wiki/Q466845","display_name":"Tracking (education)","level":2,"score":0.25929999351501465},{"id":"https://openalex.org/C2988634675","wikidata":"https://www.wikidata.org/wiki/Q34508","display_name":"Video recording","level":2,"score":0.25459998846054077}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3746027.3755805","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3746027.3755805","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 33rd ACM International Conference on Multimedia","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Climate action","id":"https://metadata.un.org/sdg/13","score":0.6821023225784302}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":28,"referenced_works":["https://openalex.org/W2150884987","https://openalex.org/W2157485925","https://openalex.org/W2163612318","https://openalex.org/W2185175083","https://openalex.org/W2251628379","https://openalex.org/W2479423890","https://openalex.org/W2518300902","https://openalex.org/W2540481276","https://openalex.org/W2591644541","https://openalex.org/W2808182015","https://openalex.org/W2921491036","https://openalex.org/W2963563276","https://openalex.org/W2963980128","https://openalex.org/W3034399482","https://openalex.org/W3035017890","https://openalex.org/W3097283600","https://openalex.org/W3168600998","https://openalex.org/W3171353004","https://openalex.org/W4304091719","https://openalex.org/W4309918513","https://openalex.org/W4312635677","https://openalex.org/W4366352717","https://openalex.org/W4386047823","https://openalex.org/W4386071707","https://openalex.org/W4389519587","https://openalex.org/W4393153999","https://openalex.org/W4399318000","https://openalex.org/W4405714809"],"related_works":[],"abstract_inverted_index":{"In":[0],"the":[1,24,28,47,72,95,124,131,218,229,241,251,254,259],"literature,":[2],"prior":[3],"studies":[4],"on":[5,12,54,224],"Video":[6,110],"Anomaly":[7],"Detection":[8],"(VAD)":[9],"primarily":[10],"focus":[11],"anomalies":[13,26],"that":[14,147],"have":[15],"already":[16],"occurred":[17],"(i.e.,":[18,27,136],"consequential":[19,99,125],"anomaly),":[20,32],"but":[21,129],"cannot":[22],"identify":[23],"causative":[25,37,97,132,242],"cause":[29],"of":[30,36,231,253,261],"final":[31],"while":[33],"this":[34,102,104,144,148,164,166,200],"type":[35],"anomaly":[38],"could":[39],"be":[40],"powerfully":[41],"beneficial":[42],"to":[43,88,93,118,188,216,245],"early":[44,191],"warning":[45],"against":[46,193],"anomalies.":[48,100],"Meanwhile":[49],"existing":[50],"work":[51],"mainly":[52],"focuses":[53],"classifying":[55],"whether":[56],"each":[57],"video":[58,66],"clip":[59],"is":[60,71],"abnormal,":[61],"and":[62,98,120,140,159,190,209,236,258],"couldn't":[63],"extract":[64,121],"structured":[65,83],"information,":[67],"such":[68,82,265],"as":[69],"what":[70],"abnormal":[73,126,133,194,238],"type,":[74],"which":[75],"people":[76],"or":[77],"things":[78],"are":[79],"involved,":[80],"whereas":[81],"information":[84],"can":[85],"potentially":[86],"contribute":[87],"building":[89],"an":[90],"efficient":[91],"system":[92],"monitor":[94],"above":[96],"To":[101],"end,":[103],"paper":[105,145,167],"proposes":[106,168],"a":[107,169,174,203,210],"new":[108,149,170,255],"chat-paradigm":[109],"Abnormal":[111],"Events'":[112],"Early":[113],"Warning":[114],"(VAE-EW)":[115],"task,":[116],"aiming":[117],"localize":[119],"not":[122],"only":[123],"event":[127,134,141],"quadruples":[128,135],"also":[130],"subject,":[137],"predicate,":[138],"object,":[139],"type).":[142],"Further,":[143],"believes":[146],"task":[150,257],"faces":[151],"two":[152,219],"key":[153],"challenges,":[154],"i.e.,":[155,180],"Spatial-temporal":[156,204],"modeling":[157],"challenge":[158],"temporal":[160],"highlighting":[161,250],"challenge.":[162],"On":[163],"basis,":[165],"Skynet-V1":[171,262],"Model":[172],"with":[173],"spatial-temporal":[175],"causal-enhanced":[176],"Mixture-of-Expert":[177],"(MoE)":[178],"Framework,":[179],"acting":[181],"like":[182],"Skynet":[183],"in":[184,234,263],"movie":[185],"'The":[186],"Terminator'":[187],"track":[189],"warn":[192],"events,":[195,239,243],"for":[196],"VAE-EW":[197,226,256],"task.":[198,266],"Specifically,":[199],"model":[201,233],"designs":[202],"Aware":[205],"MoE":[206],"Block":[207,214],"(SAMB)":[208],"Causal-guided":[211],"Temporal":[212],"Enhancing":[213],"(CTEB)":[215],"address":[217],"challenges":[220],"respectively.":[221],"Extensive":[222],"experiments":[223],"our":[225,232],"dataset":[227],"show":[228],"superiority":[230],"localizing":[235],"extracting":[237],"especially":[240],"compared":[244],"other":[246],"advanced":[247],"baseline":[248],"models,":[249],"importance":[252],"effectiveness":[260],"addressing":[264]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-25T00:00:00"}
