{"id":"https://openalex.org/W4411435783","doi":"https://doi.org/10.32604/cmc.2025.064620","title":"Active Protection Scheme of DNN Intellectual Property Rights Based on Feature Layer Selection and Hyperchaotic Mapping","display_name":"Active Protection Scheme of DNN Intellectual Property Rights Based on Feature Layer Selection and Hyperchaotic Mapping","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4411435783","doi":"https://doi.org/10.32604/cmc.2025.064620"},"language":"en","primary_location":{"id":"doi:10.32604/cmc.2025.064620","is_oa":true,"landing_page_url":"https://doi.org/10.32604/cmc.2025.064620","pdf_url":null,"source":{"id":"https://openalex.org/S4210191605","display_name":"Computers, materials & continua/Computers, materials & continua (Print)","issn_l":"1546-2218","issn":["1546-2218","1546-2226"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computers, Materials &amp; Continua","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://doi.org/10.32604/cmc.2025.064620","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5078273759","display_name":"Xintao Duan","orcid":"https://orcid.org/0000-0001-8757-2447"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Xintao Duan","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101792483","display_name":"Yingjun Wu","orcid":"https://orcid.org/0000-0001-6567-7838"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yinhang Wu","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101646633","display_name":"Zhao Wang","orcid":"https://orcid.org/0000-0002-3352-3655"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zhao Wang","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5102883290","display_name":"Chuan Qin","orcid":"https://orcid.org/0000-0002-5354-8630"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Chuan Qin","raw_affiliation_strings":[],"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5078273759"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.6913,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.89962005,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"84","issue":"3","first_page":"4887","last_page":"4906"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T14139","display_name":"E-commerce and Technology Innovations","score":0.5509999990463257,"subfield":{"id":"https://openalex.org/subfields/1403","display_name":"Business and International Management"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T14139","display_name":"E-commerce and Technology Innovations","score":0.5509999990463257,"subfield":{"id":"https://openalex.org/subfields/1403","display_name":"Business and International Management"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/intellectual-property","display_name":"Intellectual property","score":0.7967629432678223},{"id":"https://openalex.org/keywords/scheme","display_name":"Scheme (mathematics)","score":0.7629978060722351},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.5815156698226929},{"id":"https://openalex.org/keywords/layer","display_name":"Layer (electronics)","score":0.5653796195983887},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5362076163291931},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.531679093837738},{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.5310846567153931},{"id":"https://openalex.org/keywords/property","display_name":"Property (philosophy)","score":0.4513024091720581},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4033657908439636},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.20822769403457642}],"concepts":[{"id":"https://openalex.org/C34974158","wikidata":"https://www.wikidata.org/wiki/Q131257","display_name":"Intellectual property","level":2,"score":0.7967629432678223},{"id":"https://openalex.org/C77618280","wikidata":"https://www.wikidata.org/wiki/Q1155772","display_name":"Scheme (mathematics)","level":2,"score":0.7629978060722351},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.5815156698226929},{"id":"https://openalex.org/C2779227376","wikidata":"https://www.wikidata.org/wiki/Q6505497","display_name":"Layer (electronics)","level":2,"score":0.5653796195983887},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5362076163291931},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.531679093837738},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.5310846567153931},{"id":"https://openalex.org/C189950617","wikidata":"https://www.wikidata.org/wiki/Q937228","display_name":"Property (philosophy)","level":2,"score":0.4513024091720581},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4033657908439636},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.20822769403457642},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C178790620","wikidata":"https://www.wikidata.org/wiki/Q11351","display_name":"Organic chemistry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.32604/cmc.2025.064620","is_oa":true,"landing_page_url":"https://doi.org/10.32604/cmc.2025.064620","pdf_url":null,"source":{"id":"https://openalex.org/S4210191605","display_name":"Computers, materials & continua/Computers, materials & continua (Print)","issn_l":"1546-2218","issn":["1546-2218","1546-2226"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computers, Materials &amp; Continua","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.32604/cmc.2025.064620","is_oa":true,"landing_page_url":"https://doi.org/10.32604/cmc.2025.064620","pdf_url":null,"source":{"id":"https://openalex.org/S4210191605","display_name":"Computers, materials & continua/Computers, materials & continua (Print)","issn_l":"1546-2218","issn":["1546-2218","1546-2226"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computers, Materials &amp; Continua","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.7200000286102295,"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":15,"referenced_works":["https://openalex.org/W2594438651","https://openalex.org/W2768064608","https://openalex.org/W2810072183","https://openalex.org/W2952608669","https://openalex.org/W3081073185","https://openalex.org/W3087931608","https://openalex.org/W3168768313","https://openalex.org/W3185788529","https://openalex.org/W3186687747","https://openalex.org/W4309699960","https://openalex.org/W4312829311","https://openalex.org/W4366815213","https://openalex.org/W4392005731","https://openalex.org/W4392017929","https://openalex.org/W4400850895"],"related_works":["https://openalex.org/W1998011869","https://openalex.org/W4213209802","https://openalex.org/W4298146316","https://openalex.org/W2236267847","https://openalex.org/W631166945","https://openalex.org/W4282843169","https://openalex.org/W3021519232","https://openalex.org/W2391064200","https://openalex.org/W4386564352","https://openalex.org/W2952668426"],"abstract_inverted_index":{"Deep":[0],"neural":[1],"network":[2],"(DNN)":[3],"models":[4,20,54],"have":[5],"achieved":[6],"remarkable":[7],"performance":[8,111,175],"across":[9,176],"diverse":[10],"tasks,":[11],"leading":[12],"to":[13,36,71,94,130,154],"widespread":[14],"commercial":[15],"adoption.":[16],"However,":[17],"training":[18],"high-accuracy":[19],"demands":[21],"extensive":[22],"data,":[23],"substantial":[24],"computational":[25],"resources,":[26],"and":[27,60,126,169,172,182],"significant":[28],"time":[29],"investment,":[30],"making":[31],"them":[32],"valuable":[33],"assets":[34],"vulnerable":[35],"unauthorized":[37],"exploitation.":[38],"To":[39],"address":[40],"this":[41,43],"issue,":[42],"paper":[44],"proposes":[45],"an":[46,180],"intellectual":[47],"property":[48],"(IP)":[49],"protection":[50],"framework":[51],"for":[52,77,185],"DNN":[53,187],"based":[55],"on":[56],"feature":[57,75],"layer":[58],"selection":[59],"hyper-chaotic":[61],"mapping.":[62],"Firstly,":[63],"a":[64,114,145],"sensitivity-based":[65],"importance":[66],"evaluation":[67],"algorithm":[68],"is":[69,92,118],"used":[70],"identify":[72],"the":[73,81,85,88,102,107,123,136],"key":[74],"layers":[76],"encryption,":[78],"effectively":[79,150],"protecting":[80],"core":[82],"components":[83],"of":[84,148],"model.":[86],"Next,":[87],"L1":[89],"regularization":[90],"criterion":[91],"applied":[93],"further":[95,134],"select":[96],"high-weight":[97],"features":[98],"that":[99,106,142],"significantly":[100],"impact":[101],"model\u2019s":[103,137],"performance,":[104],"ensuring":[105,158],"encryption":[108,116],"process":[109],"minimizes":[110],"loss.":[112],"Finally,":[113],"dual-layer":[115],"mechanism":[117],"designed,":[119],"introducing":[120],"perturbations":[121],"into":[122],"weight":[124],"values":[125],"utilizing":[127],"hyperchaotic":[128],"mapping":[129],"disrupt":[131],"channel":[132],"information,":[133],"enhancing":[135],"security.":[138],"Experimental":[139],"results":[140],"demonstrate":[141],"encrypting":[143],"only":[144],"small":[146],"subset":[147],"parameters":[149],"reduces":[151],"model":[152,167],"accuracy":[153],"random-guessing":[155],"levels":[156],"while":[157],"full":[159],"recoverability.":[160],"The":[161],"scheme":[162],"exhibits":[163],"strong":[164],"robustness":[165],"against":[166],"pruning":[168],"fine-tuning":[170],"attacks":[171],"maintains":[173],"consistent":[174],"multiple":[177],"datasets,":[178],"providing":[179],"efficient":[181],"practical":[183],"solution":[184],"authorization-based":[186],"IP":[188],"protection.":[189]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
