{"id":"https://openalex.org/W4416252341","doi":"https://doi.org/10.1109/ijcnn64981.2025.11227353","title":"AdaptiveSleepNet: State-Space Sequence Enhanced Multi-modal Network for Sleep Staging","display_name":"AdaptiveSleepNet: State-Space Sequence Enhanced Multi-modal Network for Sleep Staging","publication_year":2025,"publication_date":"2025-06-30","ids":{"openalex":"https://openalex.org/W4416252341","doi":"https://doi.org/10.1109/ijcnn64981.2025.11227353"},"language":null,"primary_location":{"id":"doi:10.1109/ijcnn64981.2025.11227353","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn64981.2025.11227353","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 International Joint Conference on Neural Networks (IJCNN)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5058034390","display_name":"Zhentao Huang","orcid":"https://orcid.org/0000-0003-4141-320X"},"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":"Zhentao Huang","raw_affiliation_strings":["Chongqing University of Posts and Telecommunications,School of Computer Science and Technology,Chongqing,China,400065"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Chongqing University of Posts and Telecommunications,School of Computer Science and Technology,Chongqing,China,400065","institution_ids":["https://openalex.org/I10535382"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081698471","display_name":"Congming Tan","orcid":"https://orcid.org/0009-0008-0799-0293"},"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":"Congming Tan","raw_affiliation_strings":["Chongqing University of Posts and Telecommunications,School of Computer Science and Technology,Chongqing,China,400065"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Chongqing University of Posts and Telecommunications,School of Computer Science and Technology,Chongqing,China,400065","institution_ids":["https://openalex.org/I10535382"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101261360","display_name":"Xiaozhuo Bai","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":"Xiaozhuo Bai","raw_affiliation_strings":["Chongqing University of Posts and Telecommunications,School of Life and Health Information Science and Engineering,Chongqing,China,400065"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Chongqing University of Posts and Telecommunications,School of Life and Health Information Science and Engineering,Chongqing,China,400065","institution_ids":["https://openalex.org/I10535382"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100345321","display_name":"Jing Zhang","orcid":"https://orcid.org/0000-0001-6595-7661"},"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":"Jing Zhang","raw_affiliation_strings":["Chongqing University of Posts and Telecommunications,School of Life and Health Information Science and Engineering,Chongqing,China,400065"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Chongqing University of Posts and Telecommunications,School of Life and Health Information Science and Engineering,Chongqing,China,400065","institution_ids":["https://openalex.org/I10535382"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085409382","display_name":"Guo-Wei Huang","orcid":"https://orcid.org/0000-0003-1901-4034"},"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":"Guowei Huang","raw_affiliation_strings":["Chongqing University of Posts and Telecommunications,School of Life and Health Information Science and Engineering,Chongqing,China,400065"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Chongqing University of Posts and Telecommunications,School of Life and Health Information Science and Engineering,Chongqing,China,400065","institution_ids":["https://openalex.org/I10535382"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5061204988","display_name":"Yin Tian","orcid":"https://orcid.org/0000-0002-4293-6830"},"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":"Yin Tian","raw_affiliation_strings":["Chongqing University of Posts and Telecommunications,School of Computer Science and Technology,Chongqing,China,400065"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Chongqing University of Posts and Telecommunications,School of Computer Science and Technology,Chongqing,China,400065","institution_ids":["https://openalex.org/I10535382"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I10535382"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"7"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.7253999710083008,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.7253999710083008,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10234","display_name":"Obstructive Sleep Apnea Research","score":0.08429999649524689,"subfield":{"id":"https://openalex.org/subfields/2737","display_name":"Physiology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10316","display_name":"Sleep and related disorders","score":0.04500000178813934,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/masking","display_name":"Masking (illustration)","score":0.6351000070571899},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5601000189781189},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5483999848365784},{"id":"https://openalex.org/keywords/sleep-stages","display_name":"Sleep Stages","score":0.5410000085830688},{"id":"https://openalex.org/keywords/sequence","display_name":"Sequence (biology)","score":0.4578999876976013},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.427700012922287},{"id":"https://openalex.org/keywords/signal","display_name":"SIGNAL (programming language)","score":0.4025999903678894},{"id":"https://openalex.org/keywords/sleep","display_name":"Sleep (system call)","score":0.396699994802475}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6876000165939331},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6510000228881836},{"id":"https://openalex.org/C2777402240","wikidata":"https://www.wikidata.org/wiki/Q6783436","display_name":"Masking (illustration)","level":2,"score":0.6351000070571899},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5601000189781189},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5483999848365784},{"id":"https://openalex.org/C2910364982","wikidata":"https://www.wikidata.org/wiki/Q35831","display_name":"Sleep Stages","level":4,"score":0.5410000085830688},{"id":"https://openalex.org/C2778112365","wikidata":"https://www.wikidata.org/wiki/Q3511065","display_name":"Sequence (biology)","level":2,"score":0.4578999876976013},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.427700012922287},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.4178999960422516},{"id":"https://openalex.org/C2779843651","wikidata":"https://www.wikidata.org/wiki/Q7390335","display_name":"SIGNAL (programming language)","level":2,"score":0.4025999903678894},{"id":"https://openalex.org/C2775841894","wikidata":"https://www.wikidata.org/wiki/Q4683692","display_name":"Sleep (system call)","level":2,"score":0.396699994802475},{"id":"https://openalex.org/C2780226545","wikidata":"https://www.wikidata.org/wiki/Q6888030","display_name":"Modality (human\u2013computer interaction)","level":2,"score":0.38350000977516174},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.3614000082015991},{"id":"https://openalex.org/C155512373","wikidata":"https://www.wikidata.org/wiki/Q287450","display_name":"Residual","level":2,"score":0.35910001397132874},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.32429999113082886},{"id":"https://openalex.org/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"score":0.320499986410141},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.3133000135421753},{"id":"https://openalex.org/C83665646","wikidata":"https://www.wikidata.org/wiki/Q42139305","display_name":"Feature vector","level":2,"score":0.3043999969959259},{"id":"https://openalex.org/C146357865","wikidata":"https://www.wikidata.org/wiki/Q1123245","display_name":"Stage (stratigraphy)","level":2,"score":0.2750999927520752},{"id":"https://openalex.org/C2779227376","wikidata":"https://www.wikidata.org/wiki/Q6505497","display_name":"Layer (electronics)","level":2,"score":0.265500009059906}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ijcnn64981.2025.11227353","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn64981.2025.11227353","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 International Joint Conference on Neural Networks (IJCNN)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320321135","display_name":"Chongqing University","ror":"https://ror.org/023rhb549"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":19,"referenced_works":["https://openalex.org/W2076327464","https://openalex.org/W2116205810","https://openalex.org/W2604096629","https://openalex.org/W2914895697","https://openalex.org/W2963919481","https://openalex.org/W3034369844","https://openalex.org/W3040939498","https://openalex.org/W3111722905","https://openalex.org/W3158818505","https://openalex.org/W4214852349","https://openalex.org/W4292177881","https://openalex.org/W4323519330","https://openalex.org/W4379805270","https://openalex.org/W4390035551","https://openalex.org/W4390746745","https://openalex.org/W4392036609","https://openalex.org/W4400525694","https://openalex.org/W4401326911","https://openalex.org/W4404556826"],"related_works":[],"abstract_inverted_index":{"Sleep":[0],"staging":[1,35,205,212],"plays":[2],"a":[3,57,64,83,172],"crucial":[4],"role":[5],"in":[6,196,211],"assessing":[7],"sleep":[8,21,78,157,204],"quality":[9],"and":[10,42,91,122,165,177,206],"diagnosing":[11],"sleep-related":[12],"disorders.":[13],"Although":[14],"previous":[15],"studies":[16],"have":[17],"attempted":[18],"to":[19,45,72,143],"recognize":[20],"stages":[22],"using":[23,128],"automatic":[24,34,77],"classification":[25,30,159,173,182],"methods,":[26],"achieving":[27],"relatively":[28],"high":[29],"accuracy,":[31],"most":[32],"current":[33,208],"algorithms":[36],"mainly":[37],"rely":[38],"on":[39,63],"unimodal":[40],"data":[41],"are":[43,107,126],"limited":[44],"time-domain":[46],"or":[47],"frequency-domain":[48],"features.":[49],"To":[50],"overcome":[51],"these":[52],"limitations,":[53],"this":[54,197],"study":[55,198],"proposes":[56],"deep":[58],"neural":[59],"network":[60],"model":[61,194],"based":[62],"multimodal":[65,74],"fusion":[66],"state-space":[67,137],"sequence":[68,138,146],"mechanism":[69],"(AdaptiveSleepNet),":[70],"designed":[71],"utilize":[73],"signals":[75],"for":[76],"stage":[79,158],"classification.":[80],"AdaptiveSleepNet":[81,170,193],"integrates":[82],"masking":[84,96,101],"module,":[85,90,121],"Adaptive":[86,118],"Feature":[87,119],"Recalibration":[88,120],"(AFR)":[89],"State":[92],"Space":[93],"Model(SSM).":[94],"The":[95],"module":[97,140],"is":[98,141],"capable":[99],"of":[100,113,162,175,203],"missing":[102],"modality":[103],"signals.":[104,149],"Then,":[105],"features":[106],"extracted":[108],"from":[109],"multiple":[110],"frequency":[111],"bands":[112],"the":[114,117,129,136,151,156,163,184,192,201],"signal":[115,186],"through":[116,179],"channel":[123],"feature":[124],"weights":[125],"obtained":[127],"residual":[130],"Squeeze-and-Excitation":[131],"(SE)":[132],"attention":[133],"mechanism.":[134],"Next,":[135],"coupling":[139],"used":[142],"learn":[144],"cross-modal":[145],"relationships":[147],"between":[148],"Finally,":[150],"fully":[152],"connected":[153],"layer":[154],"outputs":[155],"results.":[160],"Evaluation":[161],"Sleep-EDF-20":[164],"Sleep-EDF-78":[166],"datasets":[167],"shows":[168],"that":[169,191],"achieved":[171],"accuracy":[174],"84.74%":[176],"82.34%":[178],"five-fold":[180],"cross-subject":[181],"with":[183],"EMG":[185],"masked.":[187],"Experimental":[188],"results":[189],"demonstrate":[190],"proposed":[195],"effectively":[199],"optimizes":[200],"performance":[202],"outperforms":[207],"state-of-the-art":[209],"methods":[210],"performance.":[213]},"counts_by_year":[],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-11-14T00:00:00"}