{"id":"https://openalex.org/W4393105211","doi":"https://doi.org/10.1109/tcds.2024.3380907","title":"EventAugment: Learning Augmentation Policies From Asynchronous Event-Based Data","display_name":"EventAugment: Learning Augmentation Policies From Asynchronous Event-Based Data","publication_year":2024,"publication_date":"2024-03-22","ids":{"openalex":"https://openalex.org/W4393105211","doi":"https://doi.org/10.1109/tcds.2024.3380907"},"language":"en","primary_location":{"id":"doi:10.1109/tcds.2024.3380907","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcds.2024.3380907","pdf_url":null,"source":{"id":"https://openalex.org/S2488537894","display_name":"IEEE Transactions on Cognitive and Developmental Systems","issn_l":"2379-8920","issn":["2379-8920","2379-8939"],"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 Cognitive and Developmental Systems","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/A5101868530","display_name":"Fuqiang Gu","orcid":"https://orcid.org/0000-0002-3408-982X"},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Fuqiang Gu","raw_affiliation_strings":["College of Computer Science, Chongqing University, Chongqing, China"],"affiliations":[{"raw_affiliation_string":"College of Computer Science, Chongqing University, Chongqing, China","institution_ids":["https://openalex.org/I158842170"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102634377","display_name":"Jiarui Dou","orcid":"https://orcid.org/0009-0002-1992-8936"},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiarui Dou","raw_affiliation_strings":["College of Computer Science, Chongqing University, Chongqing, China"],"affiliations":[{"raw_affiliation_string":"College of Computer Science, Chongqing University, Chongqing, China","institution_ids":["https://openalex.org/I158842170"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101899595","display_name":"Mingyan Li","orcid":"https://orcid.org/0000-0002-6239-4872"},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mingyan Li","raw_affiliation_strings":["College of Computer Science, Chongqing University, Chongqing, China"],"affiliations":[{"raw_affiliation_string":"College of Computer Science, Chongqing University, Chongqing, China","institution_ids":["https://openalex.org/I158842170"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008281642","display_name":"Xianlei Long","orcid":"https://orcid.org/0000-0002-2623-8768"},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xianlei Long","raw_affiliation_strings":["College of Computer Science, Chongqing University, Chongqing, China"],"affiliations":[{"raw_affiliation_string":"College of Computer Science, Chongqing University, Chongqing, China","institution_ids":["https://openalex.org/I158842170"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055813479","display_name":"Songtao Guo","orcid":"https://orcid.org/0000-0001-6741-4871"},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Songtao Guo","raw_affiliation_strings":["College of Computer Science, Chongqing University, Chongqing, China"],"affiliations":[{"raw_affiliation_string":"College of Computer Science, Chongqing University, Chongqing, China","institution_ids":["https://openalex.org/I158842170"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100408399","display_name":"Chao Chen","orcid":"https://orcid.org/0000-0003-2094-9734"},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chao Chen","raw_affiliation_strings":["College of Computer Science, Chongqing University, Chongqing, China"],"affiliations":[{"raw_affiliation_string":"College of Computer Science, Chongqing University, Chongqing, China","institution_ids":["https://openalex.org/I158842170"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100399797","display_name":"Kai Liu","orcid":"https://orcid.org/0000-0001-5865-7724"},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kai Liu","raw_affiliation_strings":["College of Computer Science, Chongqing University, Chongqing, China"],"affiliations":[{"raw_affiliation_string":"College of Computer Science, Chongqing University, Chongqing, China","institution_ids":["https://openalex.org/I158842170"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029319881","display_name":"Xianlong Jiao","orcid":"https://orcid.org/0000-0002-2600-4259"},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xianlong Jiao","raw_affiliation_strings":["College of Computer Science, Chongqing University, Chongqing, China"],"affiliations":[{"raw_affiliation_string":"College of Computer Science, Chongqing University, Chongqing, China","institution_ids":["https://openalex.org/I158842170"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5109067573","display_name":"Ruiyuan Li","orcid":"https://orcid.org/0000-0002-6481-0657"},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ruiyuan Li","raw_affiliation_strings":["College of Computer Science, Chongqing University, Chongqing, China"],"affiliations":[{"raw_affiliation_string":"College of Computer Science, Chongqing University, Chongqing, China","institution_ids":["https://openalex.org/I158842170"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":9,"corresponding_author_ids":["https://openalex.org/A5101868530"],"corresponding_institution_ids":["https://openalex.org/I158842170"],"apc_list":null,"apc_paid":null,"fwci":1.7376,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.85956126,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":"16","issue":"4","first_page":"1521","last_page":"1532"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12761","display_name":"Data Stream Mining Techniques","score":0.9980000257492065,"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/T12761","display_name":"Data Stream Mining Techniques","score":0.9980000257492065,"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/T12072","display_name":"Machine Learning and Algorithms","score":0.9961000084877014,"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.989799976348877,"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/computer-science","display_name":"Computer science","score":0.9025105237960815},{"id":"https://openalex.org/keywords/asynchronous-communication","display_name":"Asynchronous communication","score":0.7441803812980652},{"id":"https://openalex.org/keywords/asynchronous-learning","display_name":"Asynchronous learning","score":0.5248746275901794},{"id":"https://openalex.org/keywords/event","display_name":"Event (particle physics)","score":0.4768567979335785},{"id":"https://openalex.org/keywords/event-data","display_name":"Event data","score":0.4432200789451599},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.38724127411842346},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.32876598834991455},{"id":"https://openalex.org/keywords/data-modeling","display_name":"Data modeling","score":0.295052170753479},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.14975693821907043},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.12752839922904968},{"id":"https://openalex.org/keywords/synchronous-learning","display_name":"Synchronous learning","score":0.09950914978981018},{"id":"https://openalex.org/keywords/mathematics-education","display_name":"Mathematics education","score":0.0889604389667511},{"id":"https://openalex.org/keywords/cooperative-learning","display_name":"Cooperative learning","score":0.06580451130867004}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.9025105237960815},{"id":"https://openalex.org/C151319957","wikidata":"https://www.wikidata.org/wiki/Q752739","display_name":"Asynchronous communication","level":2,"score":0.7441803812980652},{"id":"https://openalex.org/C2777072894","wikidata":"https://www.wikidata.org/wiki/Q4812204","display_name":"Asynchronous learning","level":5,"score":0.5248746275901794},{"id":"https://openalex.org/C2779662365","wikidata":"https://www.wikidata.org/wiki/Q5416694","display_name":"Event (particle physics)","level":2,"score":0.4768567979335785},{"id":"https://openalex.org/C2987896495","wikidata":"https://www.wikidata.org/wiki/Q5416716","display_name":"Event data","level":3,"score":0.4432200789451599},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.38724127411842346},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.32876598834991455},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.295052170753479},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.14975693821907043},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.12752839922904968},{"id":"https://openalex.org/C19122763","wikidata":"https://www.wikidata.org/wiki/Q7662215","display_name":"Synchronous learning","level":4,"score":0.09950914978981018},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.0889604389667511},{"id":"https://openalex.org/C51672120","wikidata":"https://www.wikidata.org/wiki/Q303446","display_name":"Cooperative learning","level":3,"score":0.06580451130867004},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C88610354","wikidata":"https://www.wikidata.org/wiki/Q1813494","display_name":"Teaching method","level":2,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tcds.2024.3380907","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcds.2024.3380907","pdf_url":null,"source":{"id":"https://openalex.org/S2488537894","display_name":"IEEE Transactions on Cognitive and Developmental Systems","issn_l":"2379-8920","issn":["2379-8920","2379-8939"],"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 Cognitive and Developmental Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1855217396","display_name":null,"funder_award_id":"CSTB2022NSCQ-MSX1029","funder_id":"https://openalex.org/F4320323172","funder_display_name":"Natural Science Foundation of Chongqing"},{"id":"https://openalex.org/G4407733110","display_name":null,"funder_award_id":"62322601","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4480856173","display_name":null,"funder_award_id":"2023CDJXY-039","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"},{"id":"https://openalex.org/G4734899472","display_name":null,"funder_award_id":"2023M740402","funder_id":"https://openalex.org/F4320335443","funder_display_name":"Postdoctoral Research Foundation of China"},{"id":"https://openalex.org/G4747258872","display_name":null,"funder_award_id":"62203077","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5556510213","display_name":null,"funder_award_id":"2022M720567","funder_id":"https://openalex.org/F4320335443","funder_display_name":"Postdoctoral Research Foundation of China"},{"id":"https://openalex.org/G5585478844","display_name":null,"funder_award_id":"42174050","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5819143290","display_name":null,"funder_award_id":"2023CDJKYJH034","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"},{"id":"https://openalex.org/G6499885238","display_name":null,"funder_award_id":"2023CDJXY-038","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"},{"id":"https://openalex.org/G66609307","display_name":null,"funder_award_id":"62072064","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8871286114","display_name":null,"funder_award_id":"62202070","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/F4320323172","display_name":"Natural Science Foundation of Chongqing","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320335443","display_name":"Postdoctoral Research Foundation of China","ror":null},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":69,"referenced_works":["https://openalex.org/W153185079","https://openalex.org/W206948248","https://openalex.org/W1504194272","https://openalex.org/W1975501109","https://openalex.org/W2016574277","https://openalex.org/W2095705004","https://openalex.org/W2108598243","https://openalex.org/W2112796928","https://openalex.org/W2117539524","https://openalex.org/W2123859926","https://openalex.org/W2155904486","https://openalex.org/W2194775991","https://openalex.org/W2340897893","https://openalex.org/W2556522401","https://openalex.org/W2604262106","https://openalex.org/W2745933219","https://openalex.org/W2796402180","https://openalex.org/W2808395107","https://openalex.org/W2892077605","https://openalex.org/W2904275768","https://openalex.org/W2919115771","https://openalex.org/W2922107638","https://openalex.org/W2938463073","https://openalex.org/W2949736877","https://openalex.org/W2962804204","https://openalex.org/W2963163009","https://openalex.org/W2963510238","https://openalex.org/W2967739517","https://openalex.org/W2990793844","https://openalex.org/W2992308087","https://openalex.org/W2998508940","https://openalex.org/W2998993395","https://openalex.org/W3010268791","https://openalex.org/W3035682985","https://openalex.org/W3040099822","https://openalex.org/W3097883549","https://openalex.org/W3102040318","https://openalex.org/W3102178346","https://openalex.org/W3131444756","https://openalex.org/W3162489473","https://openalex.org/W3174847012","https://openalex.org/W3186962187","https://openalex.org/W3187397986","https://openalex.org/W3188843700","https://openalex.org/W3196874059","https://openalex.org/W3201013180","https://openalex.org/W3203196551","https://openalex.org/W3208074141","https://openalex.org/W4200495630","https://openalex.org/W4221147914","https://openalex.org/W4221155907","https://openalex.org/W4253803843","https://openalex.org/W4287780255","https://openalex.org/W4319866562","https://openalex.org/W4323065857","https://openalex.org/W4376869136","https://openalex.org/W4384273960","https://openalex.org/W4387917764","https://openalex.org/W4388757318","https://openalex.org/W4390589568","https://openalex.org/W4390871967","https://openalex.org/W4390873425","https://openalex.org/W6637373629","https://openalex.org/W6674330103","https://openalex.org/W6678911119","https://openalex.org/W6686394896","https://openalex.org/W6730169791","https://openalex.org/W6762334975","https://openalex.org/W6777163767"],"related_works":["https://openalex.org/W4226047841","https://openalex.org/W2156559761","https://openalex.org/W3020208395","https://openalex.org/W2496167052","https://openalex.org/W2041343407","https://openalex.org/W2058515809","https://openalex.org/W4295242624","https://openalex.org/W2024923645","https://openalex.org/W2725154194","https://openalex.org/W2097058819"],"abstract_inverted_index":{"Data":[0],"augmentation":[1,21,43,58,88,109],"is":[2,66],"an":[3],"effective":[4],"way":[5],"to":[6,80,167],"overcome":[7],"the":[8,42,104,129],"over-fitting":[9],"problem":[10,105],"of":[11,95,106,165,177],"deep":[12,155],"learning":[13,87],"models.":[14],"However,":[15],"most":[16],"existing":[17],"studies":[18],"on":[19,23,132],"data":[20,25,35,48,57,84],"work":[22,54],"frame-like":[24,39,47],"(e.g.,":[26],"images),":[27],"and":[28,63,70,142,158],"few":[29],"tackles":[30],"with":[31,56,163],"event-based":[32,51,60,83,99],"data.":[33,52,100],"Event-based":[34],"are":[36],"different":[37],"from":[38],"data,":[40],"rendering":[41],"techniques":[44],"designed":[45],"for":[46,50,59,68,97,153],"unsuitable":[49],"This":[53],"deals":[55],"object":[61],"detection":[62],"classification,":[64],"which":[65],"important":[67],"self-driving,":[69],"robot":[71],"manipulation.":[72],"Specifically,":[73],"we":[74,102,120,127],"introduce":[75],"EventAugment,":[76],"a":[77,112,122],"new":[78],"method":[79,131],"augment":[81],"asynchronous":[82],"by":[85],"automatically":[86],"policies.":[89],"We":[90],"first":[91],"identify":[92],"13":[93],"types":[94],"operations":[96],"augmenting":[98],"Next,":[101],"formulate":[103],"finding":[107],"optimal":[108],"policies":[110],"as":[111],"hyperparameter":[113],"optimization":[114],"problem.":[115],"To":[116],"tackle":[117],"this":[118],"problem,":[119],"propose":[121],"random":[123],"search-based":[124],"framework.":[125],"Finally,":[126],"evaluate":[128],"proposed":[130],"six":[133],"public":[134],"datasets":[135],"including":[136],"N-Caltech101,":[137],"N-Cars,":[138],"ST-MNIST,":[139],"N-MNIST,":[140],"DVSGesture":[141],"DDD17.":[143],"Experimental":[144],"results":[145],"demonstrate":[146],"that":[147],"EventAugment":[148,171],"exhibits":[149],"substantial":[150],"performance":[151],"improvements":[152],"both":[154],"neural":[156,160],"network-based":[157,161],"spiking":[159],"models,":[162],"gains":[164],"up":[166],"approximately":[168],"4%.":[169],"Notably,":[170],"outperform":[172],"state-of-the-art":[173],"methods":[174],"in":[175],"terms":[176],"overall":[178],"performance.":[179]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":2}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
