{"id":"https://openalex.org/W7125025347","doi":"https://doi.org/10.1109/tce.2026.3655435","title":"Semantic Information Defense and Attack Detection for Consumer Semantic Communication","display_name":"Semantic Information Defense and Attack Detection for Consumer Semantic Communication","publication_year":2026,"publication_date":"2026-01-19","ids":{"openalex":"https://openalex.org/W7125025347","doi":"https://doi.org/10.1109/tce.2026.3655435"},"language":null,"primary_location":{"id":"doi:10.1109/tce.2026.3655435","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tce.2026.3655435","pdf_url":null,"source":{"id":"https://openalex.org/S126824455","display_name":"IEEE Transactions on Consumer Electronics","issn_l":"0098-3063","issn":["0098-3063","1558-4127"],"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 Consumer Electronics","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/A5123449248","display_name":"Jieyang Guo","orcid":null},"institutions":[{"id":"https://openalex.org/I159948400","display_name":"Jinan University","ror":"https://ror.org/02xe5ns62","country_code":"CN","type":"education","lineage":["https://openalex.org/I159948400"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Jieyang Guo","raw_affiliation_strings":["College of Cyber Security, Jinan University, Guangzhou, China"],"affiliations":[{"raw_affiliation_string":"College of Cyber Security, Jinan University, Guangzhou, China","institution_ids":["https://openalex.org/I159948400"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008996322","display_name":"Donghong Cai","orcid":"https://orcid.org/0000-0001-5350-135X"},"institutions":[{"id":"https://openalex.org/I159948400","display_name":"Jinan University","ror":"https://ror.org/02xe5ns62","country_code":"CN","type":"education","lineage":["https://openalex.org/I159948400"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Donghong Cai","raw_affiliation_strings":["College of Cyber Security, Jinan University, Guangzhou, China"],"affiliations":[{"raw_affiliation_string":"College of Cyber Security, Jinan University, Guangzhou, China","institution_ids":["https://openalex.org/I159948400"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5123428187","display_name":"Zahid Khan","orcid":null},"institutions":[{"id":"https://openalex.org/I142024983","display_name":"Prince Sultan University","ror":"https://ror.org/053mqrf26","country_code":"SA","type":"education","lineage":["https://openalex.org/I142024983"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Zahid Khan","raw_affiliation_strings":["Robotics and Internet-of-Things Laboratory, Prince Sultan University, Riyadh, Saudi Arabia"],"affiliations":[{"raw_affiliation_string":"Robotics and Internet-of-Things Laboratory, Prince Sultan University, Riyadh, Saudi Arabia","institution_ids":["https://openalex.org/I142024983"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101028564","display_name":"Jianxin Tan","orcid":null},"institutions":[{"id":"https://openalex.org/I201459984","display_name":"Guangdong University Of Finances and Economics","ror":"https://ror.org/0459pv085","country_code":"CN","type":"education","lineage":["https://openalex.org/I201459984"]},{"id":"https://openalex.org/I4210149618","display_name":"Guangdong University of Finance","ror":"https://ror.org/04grzdh47","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210149618"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianxin Tan","raw_affiliation_strings":["Network Information and Educational Technology Center, Guangdong University of Finance and Economics, Guangzhou, China"],"affiliations":[{"raw_affiliation_string":"Network Information and Educational Technology Center, Guangdong University of Finance and Economics, Guangzhou, China","institution_ids":["https://openalex.org/I201459984","https://openalex.org/I4210149618"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5104579720","display_name":"Tingting Song","orcid":"https://orcid.org/0000-0001-7401-1747"},"institutions":[{"id":"https://openalex.org/I159948400","display_name":"Jinan University","ror":"https://ror.org/02xe5ns62","country_code":"CN","type":"education","lineage":["https://openalex.org/I159948400"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tingting Song","raw_affiliation_strings":["College of Cyber Security, Jinan University, Guangzhou, China"],"affiliations":[{"raw_affiliation_string":"College of Cyber Security, Jinan University, Guangzhou, China","institution_ids":["https://openalex.org/I159948400"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5036635099","display_name":"ZONGMEI LIU","orcid":null},"institutions":[{"id":"https://openalex.org/I4210147983","display_name":"Guangdong Police College","ror":"https://ror.org/05krxyw16","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210147983"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zongmei Liu","raw_affiliation_strings":["Department of Information Management, Guangdong Justice Police Vocational College, Guangzhou, Guangdong, China"],"affiliations":[{"raw_affiliation_string":"Department of Information Management, Guangdong Justice Police Vocational College, Guangzhou, Guangdong, China","institution_ids":["https://openalex.org/I4210147983"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5123449248"],"corresponding_institution_ids":["https://openalex.org/I159948400"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.16907536,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"72","issue":"1","first_page":"2074","last_page":"2087"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12131","display_name":"Wireless Signal Modulation Classification","score":0.7336000204086304,"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/T12131","display_name":"Wireless Signal Modulation Classification","score":0.7336000204086304,"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/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.15649999678134918,"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/T10964","display_name":"Wireless Communication Security Techniques","score":0.015799999237060547,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/semantic-computing","display_name":"Semantic computing","score":0.7166000008583069},{"id":"https://openalex.org/keywords/semantic-compression","display_name":"Semantic compression","score":0.6571000218391418},{"id":"https://openalex.org/keywords/semantic-technology","display_name":"Semantic technology","score":0.5777999758720398},{"id":"https://openalex.org/keywords/semantic-grid","display_name":"Semantic grid","score":0.5562000274658203},{"id":"https://openalex.org/keywords/semantic-matching","display_name":"Semantic matching","score":0.4771000146865845},{"id":"https://openalex.org/keywords/semantic-interoperability","display_name":"Semantic interoperability","score":0.45829999446868896},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.40549999475479126},{"id":"https://openalex.org/keywords/semantics","display_name":"Semantics (computer science)","score":0.38940000534057617}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8514999747276306},{"id":"https://openalex.org/C511149849","wikidata":"https://www.wikidata.org/wiki/Q7449051","display_name":"Semantic computing","level":3,"score":0.7166000008583069},{"id":"https://openalex.org/C202708506","wikidata":"https://www.wikidata.org/wiki/Q7449050","display_name":"Semantic compression","level":5,"score":0.6571000218391418},{"id":"https://openalex.org/C6881194","wikidata":"https://www.wikidata.org/wiki/Q7449091","display_name":"Semantic technology","level":4,"score":0.5777999758720398},{"id":"https://openalex.org/C103692084","wikidata":"https://www.wikidata.org/wiki/Q1765824","display_name":"Semantic grid","level":3,"score":0.5562000274658203},{"id":"https://openalex.org/C2778493491","wikidata":"https://www.wikidata.org/wiki/Q7449072","display_name":"Semantic matching","level":3,"score":0.4771000146865845},{"id":"https://openalex.org/C192800085","wikidata":"https://www.wikidata.org/wiki/Q5258530","display_name":"Semantic interoperability","level":3,"score":0.45829999446868896},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.40549999475479126},{"id":"https://openalex.org/C184337299","wikidata":"https://www.wikidata.org/wiki/Q1437428","display_name":"Semantics (computer science)","level":2,"score":0.38940000534057617},{"id":"https://openalex.org/C204806902","wikidata":"https://www.wikidata.org/wiki/Q2333581","display_name":"Semantic security","level":5,"score":0.3716000020503998},{"id":"https://openalex.org/C90312973","wikidata":"https://www.wikidata.org/wiki/Q7449052","display_name":"Semantic data model","level":2,"score":0.36730000376701355},{"id":"https://openalex.org/C110903229","wikidata":"https://www.wikidata.org/wiki/Q7449064","display_name":"Semantic integration","level":4,"score":0.3659999966621399},{"id":"https://openalex.org/C130318100","wikidata":"https://www.wikidata.org/wiki/Q2268914","display_name":"Semantic similarity","level":2,"score":0.3659000098705292},{"id":"https://openalex.org/C166423231","wikidata":"https://www.wikidata.org/wiki/Q1891170","display_name":"Semantic search","level":3,"score":0.3529999852180481},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.34950000047683716},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.2935999929904938},{"id":"https://openalex.org/C94124525","wikidata":"https://www.wikidata.org/wiki/Q912550","display_name":"Categorization","level":2,"score":0.2863999903202057},{"id":"https://openalex.org/C95713431","wikidata":"https://www.wikidata.org/wiki/Q631425","display_name":"Vulnerability (computing)","level":2,"score":0.2741999924182892},{"id":"https://openalex.org/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"score":0.2685999870300293},{"id":"https://openalex.org/C37926939","wikidata":"https://www.wikidata.org/wiki/Q7449061","display_name":"Semantic equivalence","level":4,"score":0.2669000029563904},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.2549999952316284},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.2515999972820282}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tce.2026.3655435","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tce.2026.3655435","pdf_url":null,"source":{"id":"https://openalex.org/S126824455","display_name":"IEEE Transactions on Consumer Electronics","issn_l":"0098-3063","issn":["0098-3063","1558-4127"],"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 Consumer Electronics","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":32,"referenced_works":["https://openalex.org/W1976983792","https://openalex.org/W2008924408","https://openalex.org/W2040903332","https://openalex.org/W2243397390","https://openalex.org/W2618043096","https://openalex.org/W2946889564","https://openalex.org/W2948427854","https://openalex.org/W2953664229","https://openalex.org/W2963542245","https://openalex.org/W2963857521","https://openalex.org/W2964277700","https://openalex.org/W2971221568","https://openalex.org/W3006332911","https://openalex.org/W3016715915","https://openalex.org/W3034552520","https://openalex.org/W3036851434","https://openalex.org/W3043953517","https://openalex.org/W3102125291","https://openalex.org/W3125719944","https://openalex.org/W3200528697","https://openalex.org/W3212981375","https://openalex.org/W3213282580","https://openalex.org/W3214462705","https://openalex.org/W4312610635","https://openalex.org/W4312766166","https://openalex.org/W4313455370","https://openalex.org/W4319993378","https://openalex.org/W4381748177","https://openalex.org/W4387705218","https://openalex.org/W4390350376","https://openalex.org/W4401809272","https://openalex.org/W4405259916"],"related_works":[],"abstract_inverted_index":{"Semantic":[0],"communication,":[1],"recognized":[2],"as":[3],"a":[4,74,109,221],"core":[5],"paradigm":[6],"for":[7,160,185],"6G":[8],"intelligent":[9,57],"systems,":[10],"provides":[11],"low-latency":[12],"and":[13,24,101,134,157,169,179,205],"high-efficiency":[14],"data":[15],"transmission":[16],"by":[17,105],"the":[18,43,99,106,122,126,132,137,167,173,186,197,206],"ability":[19],"to":[20,42,49,97,124,213],"extract":[21],"semantic":[22,38,50,67,75,79,107,116,129,144,147,161,190,218],"features":[23],"generation":[25],"capability":[26,171],"of":[27,46,128,172,189],"neural":[28,47],"networks.":[29],"However,":[30],"this":[31,61],"advantage":[32],"also":[33],"introduces":[34],"severe":[35],"challenges":[36],"in":[37,131,192,200,225],"security,":[39],"particularly":[40],"due":[41],"inherent":[44],"vulnerability":[45],"networks":[48],"attacks,":[51],"which":[52,82],"can":[53],"severely":[54],"compromise":[55],"downstream":[56,89],"tasks.":[58],"To":[59],"address":[60],"issue,":[62],"we":[63,72],"propose":[64],"an":[65],"innovative":[66],"information":[68,145],"security":[69,80,117,159],"framework.":[70],"Specifically,":[71,196],"introduce":[73],"denoising":[76,204],"assistant":[77,113],"consumer":[78,114],"scheme,":[81],"performs":[83],"semantic-level":[84],"recovery,":[85],"thereby":[86],"significantly":[87,222],"improving":[88],"task":[90],"accuracy":[91,202],"while":[92],"maintaining":[93],"system":[94],"efficiency.":[95],"Furthermore,":[96],"reduce":[98],"latency":[100],"computational":[102],"overhead":[103],"introduced":[104],"denoiser,":[108],"lightweight":[110],"attack":[111,180,209],"detection":[112,210],"adaptive":[115],"scheme":[118],"is":[119],"designed,":[120],"enabling":[121],"receiver":[123],"detect":[125],"presence":[127],"attacks":[130],"channel":[133,177],"adaptively":[135],"activate":[136],"denoiser.":[138],"The":[139],"proposed":[140],"framework":[141,174],"restores":[142],"task-relevant":[143],"through":[146],"consistency":[148],"constraints":[149],"rather":[150],"than":[151],"pixel-consistency":[152],"reconstruction,":[153],"offering":[154],"adaptive,":[155],"lightweight,":[156],"plug-and-play":[158],"communication":[162,191],"systems.":[163],"Experimental":[164],"results":[165],"validate":[166],"robustness":[168],"generalization":[170],"under":[175],"various":[176],"conditions":[178],"types,":[181],"providing":[182],"critical":[183],"support":[184],"secure":[187],"deployment":[188],"practical":[193],"wireless":[194],"environments.":[195],"20%":[198],"improvement":[199,224],"classification":[201,226],"after":[203],"sustained":[207],"98.5%":[208],"rate.":[211],"Compared":[212],"other":[214],"baseline":[215],"models,":[216],"our":[217],"denoiser":[219],"achieves":[220],"greater":[223],"accuracy.":[227]},"counts_by_year":[],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2026-01-21T00:00:00"}
