{"id":"https://openalex.org/W4392552355","doi":"https://doi.org/10.1145/3651307","title":"Backdoor Two-Stream Video Models on Federated Learning","display_name":"Backdoor Two-Stream Video Models on Federated Learning","publication_year":2024,"publication_date":"2024-03-07","ids":{"openalex":"https://openalex.org/W4392552355","doi":"https://doi.org/10.1145/3651307"},"language":"en","primary_location":{"id":"doi:10.1145/3651307","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3651307","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3651307","source":{"id":"https://openalex.org/S19610489","display_name":"ACM Transactions on Multimedia Computing Communications and Applications","issn_l":"1551-6857","issn":["1551-6857","1551-6865"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Multimedia Computing, Communications, and Applications","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3651307","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5107342072","display_name":"Jing Zhao","orcid":"https://orcid.org/0009-0006-6839-9355"},"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":"Jing Zhao","raw_affiliation_strings":["Harbin Institute of Technology, Harbin, China"],"raw_orcid":"https://orcid.org/0009-0006-6839-9355","affiliations":[{"raw_affiliation_string":"Harbin Institute of Technology, Harbin, China","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032239293","display_name":"Hongwei Yang","orcid":"https://orcid.org/0000-0002-8386-0131"},"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":"Hongwei Yang","raw_affiliation_strings":["Harbin Institute of Technology, Harbin, China"],"raw_orcid":"https://orcid.org/0000-0002-8386-0131","affiliations":[{"raw_affiliation_string":"Harbin Institute of Technology, Harbin, China","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048182595","display_name":"Hui He","orcid":"https://orcid.org/0000-0002-6494-775X"},"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":"Hui He","raw_affiliation_strings":["Harbin Institute of Technology, Harbin, China"],"raw_orcid":"https://orcid.org/0000-0002-6494-775X","affiliations":[{"raw_affiliation_string":"Harbin Institute of Technology, Harbin, China","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5107341929","display_name":"Jie Peng","orcid":"https://orcid.org/0009-0001-3787-3150"},"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":"Jie Peng","raw_affiliation_strings":["Harbin Institute of Technology, Harbin, China"],"raw_orcid":"https://orcid.org/0009-0001-3787-3150","affiliations":[{"raw_affiliation_string":"Harbin Institute of Technology, Harbin, China","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085221201","display_name":"Weizhe Zhang","orcid":"https://orcid.org/0000-0003-4783-876X"},"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":"Weizhe Zhang","raw_affiliation_strings":["Harbin Institute of Technology, Harbin, China"],"raw_orcid":"https://orcid.org/0000-0003-4783-876X","affiliations":[{"raw_affiliation_string":"Harbin Institute of Technology, Harbin, China","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039213686","display_name":"Jiangqun Ni","orcid":"https://orcid.org/0000-0002-7520-9031"},"institutions":[{"id":"https://openalex.org/I157773358","display_name":"Sun Yat-sen University","ror":"https://ror.org/0064kty71","country_code":"CN","type":"education","lineage":["https://openalex.org/I157773358"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiangqun Ni","raw_affiliation_strings":["Sun Yat-Sen University, Guangzhou, China","Sun Yat-sen University, Guangzhou, China"],"raw_orcid":"https://orcid.org/0000-0002-7520-9031","affiliations":[{"raw_affiliation_string":"Sun Yat-Sen University, Guangzhou, China","institution_ids":["https://openalex.org/I157773358"]},{"raw_affiliation_string":"Sun Yat-sen University, Guangzhou, China","institution_ids":["https://openalex.org/I157773358"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072241102","display_name":"Arun Kumar Sangaiah","orcid":"https://orcid.org/0000-0002-0229-2460"},"institutions":[{"id":"https://openalex.org/I56306041","display_name":"Lebanese American University","ror":"https://ror.org/00hqkan37","country_code":"LB","type":"education","lineage":["https://openalex.org/I56306041"]},{"id":"https://openalex.org/I75357094","display_name":"National Yunlin University of Science and Technology","ror":"https://ror.org/04qkq2m54","country_code":"TW","type":"education","lineage":["https://openalex.org/I75357094"]}],"countries":["LB","TW"],"is_corresponding":false,"raw_author_name":"Arun Kumar Sangaiah","raw_affiliation_strings":["National Yunlin University of Science and Technology, Yunlin, Taiwan and Lebanese American University, Byblos, Lebanon"],"raw_orcid":"https://orcid.org/0000-0002-0229-2460","affiliations":[{"raw_affiliation_string":"National Yunlin University of Science and Technology, Yunlin, Taiwan and Lebanese American University, Byblos, Lebanon","institution_ids":["https://openalex.org/I56306041","https://openalex.org/I75357094"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5003814916","display_name":"Aniello Castiglione","orcid":"https://orcid.org/0000-0003-0571-1074"},"institutions":[{"id":"https://openalex.org/I131729948","display_name":"University of Salerno","ror":"https://ror.org/0192m2k53","country_code":"IT","type":"education","lineage":["https://openalex.org/I131729948"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Aniello Castiglione","raw_affiliation_strings":["University of Salerno, Fisciano, Italy","University of Salerno, Fisciano (SA), Italy"],"raw_orcid":"https://orcid.org/0000-0003-0571-1074","affiliations":[{"raw_affiliation_string":"University of Salerno, Fisciano, Italy","institution_ids":["https://openalex.org/I131729948"]},{"raw_affiliation_string":"University of Salerno, Fisciano (SA), Italy","institution_ids":["https://openalex.org/I131729948"]}]}],"institutions":[],"countries_distinct_count":4,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.4869,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.6886651,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":96},"biblio":{"volume":"20","issue":"11","first_page":"1","last_page":"20"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9998000264167786,"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/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9998000264167786,"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/T11598","display_name":"Internet Traffic Analysis and Secure E-voting","score":0.996999979019165,"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/T11612","display_name":"Stochastic Gradient Optimization Techniques","score":0.9969000220298767,"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":0.8984055519104004},{"id":"https://openalex.org/keywords/backdoor","display_name":"Backdoor","score":0.8952412605285645},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.3838959336280823},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3648816645145416},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.3255044221878052},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.29284191131591797}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8984055519104004},{"id":"https://openalex.org/C2781045450","wikidata":"https://www.wikidata.org/wiki/Q254569","display_name":"Backdoor","level":2,"score":0.8952412605285645},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.3838959336280823},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3648816645145416},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.3255044221878052},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.29284191131591797}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3651307","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3651307","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3651307","source":{"id":"https://openalex.org/S19610489","display_name":"ACM Transactions on Multimedia Computing Communications and Applications","issn_l":"1551-6857","issn":["1551-6857","1551-6865"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Multimedia Computing, Communications, and Applications","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1145/3651307","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3651307","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3651307","source":{"id":"https://openalex.org/S19610489","display_name":"ACM Transactions on Multimedia Computing Communications and Applications","issn_l":"1551-6857","issn":["1551-6857","1551-6865"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Multimedia Computing, Communications, and Applications","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/16","score":0.7799999713897705,"display_name":"Peace, Justice and strong institutions"}],"awards":[{"id":"https://openalex.org/G752701465","display_name":null,"funder_award_id":"U22A2036","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"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4392552355.pdf","grobid_xml":"https://content.openalex.org/works/W4392552355.grobid-xml"},"referenced_works_count":65,"referenced_works":["https://openalex.org/W1945616565","https://openalex.org/W2022638422","https://openalex.org/W2096621047","https://openalex.org/W2126579184","https://openalex.org/W2156303437","https://openalex.org/W2552900565","https://openalex.org/W2640329709","https://openalex.org/W2750384547","https://openalex.org/W2752689052","https://openalex.org/W2774423163","https://openalex.org/W2777914285","https://openalex.org/W2796004214","https://openalex.org/W2886444620","https://openalex.org/W2912213068","https://openalex.org/W2934843808","https://openalex.org/W2942091739","https://openalex.org/W2945744610","https://openalex.org/W2956085480","https://openalex.org/W2963456518","https://openalex.org/W2963524571","https://openalex.org/W2969260367","https://openalex.org/W2970335439","https://openalex.org/W2977420758","https://openalex.org/W2989289980","https://openalex.org/W2990270730","https://openalex.org/W2990595670","https://openalex.org/W2996800219","https://openalex.org/W3018464563","https://openalex.org/W3021654819","https://openalex.org/W3034414373","https://openalex.org/W3036280857","https://openalex.org/W3037913917","https://openalex.org/W3041107652","https://openalex.org/W3045778909","https://openalex.org/W3095273258","https://openalex.org/W3095859802","https://openalex.org/W3106047871","https://openalex.org/W3106508606","https://openalex.org/W3111919937","https://openalex.org/W3173272744","https://openalex.org/W3185121218","https://openalex.org/W3214878825","https://openalex.org/W4206897074","https://openalex.org/W4212848270","https://openalex.org/W4213446860","https://openalex.org/W4214680449","https://openalex.org/W4214893179","https://openalex.org/W4250465004","https://openalex.org/W4281488254","https://openalex.org/W4287556607","https://openalex.org/W4287998266","https://openalex.org/W4288094998","https://openalex.org/W4293580221","https://openalex.org/W4293846201","https://openalex.org/W4297697565","https://openalex.org/W4297814571","https://openalex.org/W4298140072","https://openalex.org/W4298221930","https://openalex.org/W4315705703","https://openalex.org/W4384069384","https://openalex.org/W6600983433","https://openalex.org/W6637162671","https://openalex.org/W6754708698","https://openalex.org/W6770897281","https://openalex.org/W6784747331"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W4320031223","https://openalex.org/W4200629851","https://openalex.org/W4281902577","https://openalex.org/W4309417370","https://openalex.org/W4292107232","https://openalex.org/W3009072493","https://openalex.org/W4386080799","https://openalex.org/W3140988292"],"abstract_inverted_index":{"Video":[0],"models":[1,12],"on":[2,16,32,38,57,95,197,211],"federated":[3],"learning":[4,8],"(FL)":[5],"enable":[6],"continual":[7],"of":[9,23,48,62,71,140,146,163,181,187,206,229],"the":[10,21,29,35,46,72,81,84,105,123,144,157,170,175,192,198,204,207,219],"involved":[11],"for":[13],"video":[14,127,164,182],"tasks":[15],"end-user":[17,24],"devices":[18],"while":[19],"protecting":[20],"privacy":[22],"data.":[25],"As":[26],"a":[27,60,118,130,137,151],"result,":[28],"security":[30],"issues":[31],"FL,":[33],"e.g.,":[34],"backdoor":[36,55,82,90,153,171,221],"attacks":[37,56,91,222],"FL":[39,58,96],"and":[40,78,160,178,223,231],"their":[41],"defense":[42],"have":[43],"increasingly":[44],"become":[45],"domains":[47],"extensive":[49],"research":[50],"in":[51,65,143,227],"recent":[52],"years.":[53],"The":[54],"are":[59],"class":[61],"poisoning":[63,135],"attacks,":[64],"which":[66,101,168],"an":[67],"attacker,":[68],"as":[69],"one":[70],"training":[73,141],"participants,":[74],"submits":[75],"poisoned":[76],"parameters":[77],"thus":[79],"injects":[80,169],"into":[83,173],"global":[85],"model":[86,113,128,188],"after":[87],"aggregation.":[88],"Existing":[89],"against":[92],"videos":[93],"based":[94],"only":[97,136],"poison":[98],"RGB":[99,179,199],"frames,":[100],"makes":[102],"it":[103,116],"that":[104,215],"attack":[106,154,194],"could":[107],"be":[108],"easily":[109],"mitigated":[110],"by":[111,134],"two-stream":[112,126],"neutralization.":[114],"Therefore,":[115],"is":[117,166,195],"big":[119],"challenge":[120],"to":[121,201],"manipulate":[122],"most":[124],"advanced":[125],"with":[129],"high":[131],"success":[132],"rate":[133],"small":[138],"proportion":[139],"data":[142,165,183],"framework":[145],"FL.":[147],"In":[148,190],"this":[149],"paper,":[150],"new":[152],"scheme":[155],"incorporating":[156],"rich":[158],"spatial":[159],"temporal":[161],"structures":[162],"proposed,":[167],"triggers":[172],"both":[174],"optical":[176],"flow":[177],"frames":[180,200],"through":[184],"multiple":[185],"rounds":[186],"aggregations.":[189],"addition,":[191],"adversarial":[193],"utilized":[196],"further":[202],"boost":[203],"robustness":[205],"attacks.":[208],"Extensive":[209],"experiments":[210],"real-world":[212],"datasets":[213],"verify":[214],"our":[216],"methods":[217],"outperform":[218],"state-of-the-art":[220],"show":[224],"better":[225],"performance":[226],"terms":[228],"stealthiness":[230],"persistence.":[232]},"counts_by_year":[{"year":2024,"cited_by_count":2}],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-10T00:00:00"}
