{"id":"https://openalex.org/W4405896197","doi":"https://doi.org/10.1007/s40747-024-01733-4","title":"Quantum theory-inspired inter-sentence semantic interaction model for textual adversarial defense","display_name":"Quantum theory-inspired inter-sentence semantic interaction model for textual adversarial defense","publication_year":2024,"publication_date":"2024-12-30","ids":{"openalex":"https://openalex.org/W4405896197","doi":"https://doi.org/10.1007/s40747-024-01733-4"},"language":"en","primary_location":{"id":"doi:10.1007/s40747-024-01733-4","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s40747-024-01733-4","pdf_url":"https://link.springer.com/content/pdf/10.1007/s40747-024-01733-4.pdf","source":{"id":"https://openalex.org/S3035462843","display_name":"Complex & Intelligent Systems","issn_l":"2198-6053","issn":["2198-6053","2199-4536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complex & Intelligent Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://link.springer.com/content/pdf/10.1007/s40747-024-01733-4.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100742563","display_name":"Jiacheng Huang","orcid":"https://orcid.org/0000-0003-1466-7132"},"institutions":[{"id":"https://openalex.org/I10535382","display_name":"Chongqing University of Posts and Telecommunications","ror":"https://ror.org/03dgaqz26","country_code":"CN","type":"education","lineage":["https://openalex.org/I10535382"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Jiacheng Huang","raw_affiliation_strings":["Key Laboratory of Cyberspace Big Data Intelligent Security, Ministry of Education, Chongqing, 400065, China","School of Computer Science and Technology, Chongqing University of Posts and Telecommunications, Chongqing, 400065, China"],"affiliations":[{"raw_affiliation_string":"Key Laboratory of Cyberspace Big Data Intelligent Security, Ministry of Education, Chongqing, 400065, China","institution_ids":[]},{"raw_affiliation_string":"School of Computer Science and Technology, Chongqing University of Posts and Telecommunications, Chongqing, 400065, China","institution_ids":["https://openalex.org/I10535382"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100336427","display_name":"Long Chen","orcid":"https://orcid.org/0000-0003-0184-5446"},"institutions":[{"id":"https://openalex.org/I10535382","display_name":"Chongqing University of Posts and Telecommunications","ror":"https://ror.org/03dgaqz26","country_code":"CN","type":"education","lineage":["https://openalex.org/I10535382"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Long Chen","raw_affiliation_strings":["Key Laboratory of Cyberspace Big Data Intelligent Security, Ministry of Education, Chongqing, 400065, China","School of Computer Science and Technology, Chongqing University of Posts and Telecommunications, Chongqing, 400065, China","School of Cyber Security and Information Law, Chongqing University of Posts and Telecommunications, Chongqing, 400065, China"],"affiliations":[{"raw_affiliation_string":"Key Laboratory of Cyberspace Big Data Intelligent Security, Ministry of Education, Chongqing, 400065, China","institution_ids":[]},{"raw_affiliation_string":"School of Computer Science and Technology, Chongqing University of Posts and Telecommunications, Chongqing, 400065, China","institution_ids":["https://openalex.org/I10535382"]},{"raw_affiliation_string":"School of Cyber Security and Information Law, Chongqing University of Posts and Telecommunications, Chongqing, 400065, China","institution_ids":["https://openalex.org/I10535382"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064380698","display_name":"Xiaoyin Yi","orcid":null},"institutions":[{"id":"https://openalex.org/I10535382","display_name":"Chongqing University of Posts and Telecommunications","ror":"https://ror.org/03dgaqz26","country_code":"CN","type":"education","lineage":["https://openalex.org/I10535382"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaoyin Yi","raw_affiliation_strings":["Key Laboratory of Cyberspace Big Data Intelligent Security, Ministry of Education, Chongqing, 400065, China","School of Computer Science and Technology, Chongqing University of Posts and Telecommunications, Chongqing, 400065, China"],"affiliations":[{"raw_affiliation_string":"Key Laboratory of Cyberspace Big Data Intelligent Security, Ministry of Education, Chongqing, 400065, China","institution_ids":[]},{"raw_affiliation_string":"School of Computer Science and Technology, Chongqing University of Posts and Telecommunications, Chongqing, 400065, China","institution_ids":["https://openalex.org/I10535382"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5084704965","display_name":"Yu Ning","orcid":"https://orcid.org/0000-0002-7577-6167"},"institutions":[{"id":"https://openalex.org/I10535382","display_name":"Chongqing University of Posts and Telecommunications","ror":"https://ror.org/03dgaqz26","country_code":"CN","type":"education","lineage":["https://openalex.org/I10535382"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ning Yu","raw_affiliation_strings":["Key Laboratory of Cyberspace Big Data Intelligent Security, Ministry of Education, Chongqing, 400065, China","School of Computer Science and Technology, Chongqing University of Posts and Telecommunications, Chongqing, 400065, China"],"affiliations":[{"raw_affiliation_string":"Key Laboratory of Cyberspace Big Data Intelligent Security, Ministry of Education, Chongqing, 400065, China","institution_ids":[]},{"raw_affiliation_string":"School of Computer Science and Technology, Chongqing University of Posts and Telecommunications, Chongqing, 400065, China","institution_ids":["https://openalex.org/I10535382"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5100742563"],"corresponding_institution_ids":["https://openalex.org/I10535382"],"apc_list":{"value":1320,"currency":"GBP","value_usd":1619},"apc_paid":{"value":1320,"currency":"GBP","value_usd":1619},"fwci":0.3407,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.69626131,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"11","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.9959999918937683,"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/T10028","display_name":"Topic Modeling","score":0.9959999918937683,"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/T11147","display_name":"Misinformation and Its Impacts","score":0.9934999942779541,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.9765999913215637,"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/computational-intelligence","display_name":"Computational intelligence","score":0.6757085919380188},{"id":"https://openalex.org/keywords/sentence","display_name":"Sentence","score":0.6241487860679626},{"id":"https://openalex.org/keywords/adversarial-system","display_name":"Adversarial system","score":0.6162436604499817},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5613904595375061},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5165137648582458},{"id":"https://openalex.org/keywords/quantum","display_name":"Quantum","score":0.44324713945388794},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.36686328053474426},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.12332436442375183},{"id":"https://openalex.org/keywords/quantum-mechanics","display_name":"Quantum mechanics","score":0.08470648527145386}],"concepts":[{"id":"https://openalex.org/C139502532","wikidata":"https://www.wikidata.org/wiki/Q1122090","display_name":"Computational intelligence","level":2,"score":0.6757085919380188},{"id":"https://openalex.org/C2777530160","wikidata":"https://www.wikidata.org/wiki/Q41796","display_name":"Sentence","level":2,"score":0.6241487860679626},{"id":"https://openalex.org/C37736160","wikidata":"https://www.wikidata.org/wiki/Q1801315","display_name":"Adversarial system","level":2,"score":0.6162436604499817},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5613904595375061},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5165137648582458},{"id":"https://openalex.org/C84114770","wikidata":"https://www.wikidata.org/wiki/Q46344","display_name":"Quantum","level":2,"score":0.44324713945388794},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.36686328053474426},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.12332436442375183},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.08470648527145386}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/s40747-024-01733-4","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s40747-024-01733-4","pdf_url":"https://link.springer.com/content/pdf/10.1007/s40747-024-01733-4.pdf","source":{"id":"https://openalex.org/S3035462843","display_name":"Complex & Intelligent Systems","issn_l":"2198-6053","issn":["2198-6053","2199-4536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complex & Intelligent Systems","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:1e0137fb2f514397bdbd1746dafef019","is_oa":true,"landing_page_url":"https://doaj.org/article/1e0137fb2f514397bdbd1746dafef019","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Complex & Intelligent Systems, Vol 11, Iss 1, Pp 1-16 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1007/s40747-024-01733-4","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s40747-024-01733-4","pdf_url":"https://link.springer.com/content/pdf/10.1007/s40747-024-01733-4.pdf","source":{"id":"https://openalex.org/S3035462843","display_name":"Complex & Intelligent Systems","issn_l":"2198-6053","issn":["2198-6053","2199-4536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complex & Intelligent Systems","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.5899999737739563,"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education"}],"awards":[{"id":"https://openalex.org/G4807448308","display_name":null,"funder_award_id":"HZ2021008","funder_id":"https://openalex.org/F4320324805","funder_display_name":"Chongqing Municipal Education Commission"}],"funders":[{"id":"https://openalex.org/F4320324805","display_name":"Chongqing Municipal Education Commission","ror":"https://ror.org/031nm5713"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4405896197.pdf","grobid_xml":"https://content.openalex.org/works/W4405896197.grobid-xml"},"referenced_works_count":43,"referenced_works":["https://openalex.org/W32507011","https://openalex.org/W1915024344","https://openalex.org/W2005424851","https://openalex.org/W2059059956","https://openalex.org/W2070217890","https://openalex.org/W2160416736","https://openalex.org/W2559655401","https://openalex.org/W2913009085","https://openalex.org/W2949128310","https://openalex.org/W2962782614","https://openalex.org/W2963083752","https://openalex.org/W2963341956","https://openalex.org/W2963969878","https://openalex.org/W2971196067","https://openalex.org/W2988194011","https://openalex.org/W3035736465","https://openalex.org/W3081468433","https://openalex.org/W3090383127","https://openalex.org/W3104844658","https://openalex.org/W3132064345","https://openalex.org/W3134579142","https://openalex.org/W3135441826","https://openalex.org/W3163504421","https://openalex.org/W3171397222","https://openalex.org/W3176020109","https://openalex.org/W3214862327","https://openalex.org/W4220808645","https://openalex.org/W4220868492","https://openalex.org/W4280501588","https://openalex.org/W4288953700","https://openalex.org/W4315574160","https://openalex.org/W4385740938","https://openalex.org/W4386566590","https://openalex.org/W4387409504","https://openalex.org/W4387747449","https://openalex.org/W4389988424","https://openalex.org/W4390821393","https://openalex.org/W4392812451","https://openalex.org/W4396732569","https://openalex.org/W4399146372","https://openalex.org/W4399302807","https://openalex.org/W4399616750","https://openalex.org/W4403144357"],"related_works":["https://openalex.org/W2502115930","https://openalex.org/W2482350142","https://openalex.org/W4246396837","https://openalex.org/W3126451824","https://openalex.org/W1561927205","https://openalex.org/W3191453585","https://openalex.org/W4297672492","https://openalex.org/W4310988119","https://openalex.org/W4285226279","https://openalex.org/W4288019534"],"abstract_inverted_index":{"Abstract":[0],"Deep":[1],"neural":[2,250],"networks":[3,251],"have":[4,56],"a":[5,23,51,97,130,147,171,174,178],"recognized":[6],"susceptibility":[7],"to":[8,124,145,181,195,206],"diverse":[9,235],"forms":[10],"of":[11,17,54,81,199,210,232,242,249],"adversarial":[12,91,109,127,236,253],"attacks":[13],"in":[14,33,72,90,230,245],"the":[15,58,66,73,79,82,88,94,143,153,161,197,208,214,240,247],"field":[16],"natural":[18],"language":[19,228],"processing":[20],"and":[21,30,129,190,213],"such":[22],"security":[24,28],"issue":[25],"poses":[26],"substantial":[27],"risks":[29],"erodes":[31],"trust":[32],"artificial":[34],"intelligence":[35],"applications":[36,224],"among":[37],"people":[38],"who":[39],"use":[40],"them.":[41],"Meanwhile,":[42],"quantum":[43,52,83,99],"theory-inspired":[44,100],"models":[45,221,229],"that":[46,135],"represent":[47],"word":[48],"composition":[49],"as":[50,170],"mixture":[53,175],"words":[55],"modeled":[57],"non-linear":[59,67],"semantic":[60,68,102],"interaction.":[61],"However,":[62],"modeling":[63],"without":[64],"considering":[65],"interaction":[69,103],"between":[70],"sentences":[71],"current":[74],"literature":[75],"does":[76],"not":[77],"exploit":[78],"potential":[80,241],"probabilistic":[84],"description":[85],"for":[86,107],"improving":[87],"robustness":[89,110,248],"settings.":[92],"In":[93],"present":[95],"study,":[96],"novel":[98],"inter-sentence":[101,183],"model":[104,162,182],"is":[105,118,133,156,193],"proposed":[106,211,243],"enhancing":[108,246],"via":[111],"fusing":[112],"contextual":[113,164],"semantics.":[114],"More":[115],"specifically,":[116],"it":[117],"analyzed":[119],"why":[120],"humans":[121,136],"are":[122,137,204],"able":[123],"understand":[125],"textual":[126],"examples,":[128],"crucial":[131],"point":[132],"observed":[134],"adept":[138],"at":[139],"associating":[140],"information":[141],"from":[142],"context":[144],"comprehend":[146],"paragraph.":[148],"Guided":[149],"by":[150,166],"this":[151],"insight,":[152],"input":[154],"text":[155],"segmented":[157],"into":[158],"subsentences,":[159],"with":[160],"simulating":[163],"comprehension":[165],"representing":[167],"each":[168],"subsentence":[169],"particle":[172],"within":[173],"system,":[176],"utilizing":[177],"density":[179],"matrix":[180],"interactions.":[184],"A":[185],"loss":[186],"function":[187],"integrating":[188],"cross-entropy":[189],"orthogonality":[191,198],"losses":[192],"employed":[194],"encourage":[196],"measurement":[200],"states.":[201],"Comprehensive":[202],"experiments":[203],"conducted":[205],"validate":[207],"efficacy":[209],"methodology,":[212],"results":[215],"underscore":[216],"its":[217],"superiority":[218],"over":[219],"baseline":[220],"even":[222],"commercial":[223],"based":[225],"on":[226],"large":[227],"terms":[231],"accuracy":[233],"across":[234],"attack":[237],"scenarios,":[238],"showing":[239],"approach":[244],"under":[252],"attacks.":[254]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2025-10-10T00:00:00"}