{"id":"https://openalex.org/W4408355477","doi":"https://doi.org/10.1109/icassp49660.2025.10889580","title":"SSAAD: A Multi-Scale Temporal-Frequency Graph Network for Binary Auditory Attention Detection with Self-Supervised Learning","display_name":"SSAAD: A Multi-Scale Temporal-Frequency Graph Network for Binary Auditory Attention Detection with Self-Supervised Learning","publication_year":2025,"publication_date":"2025-03-12","ids":{"openalex":"https://openalex.org/W4408355477","doi":"https://doi.org/10.1109/icassp49660.2025.10889580"},"language":"en","primary_location":{"id":"doi:10.1109/icassp49660.2025.10889580","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icassp49660.2025.10889580","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ICASSP 2025 - 2025 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)","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/A5101542273","display_name":"Shuai Huang","orcid":"https://orcid.org/0000-0002-7551-8387"},"institutions":[{"id":"https://openalex.org/I148128674","display_name":"University of Shanghai for Science and Technology","ror":"https://ror.org/00ay9v204","country_code":"CN","type":"education","lineage":["https://openalex.org/I148128674"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shuai Huang","raw_affiliation_strings":["University of Shanghai for Science and Technology,School of Optical-Electrical and Computer Engineering,Shanghai,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Shanghai for Science and Technology,School of Optical-Electrical and Computer Engineering,Shanghai,China","institution_ids":["https://openalex.org/I148128674"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021144916","display_name":"Yongxiong Wang","orcid":"https://orcid.org/0000-0002-7390-3089"},"institutions":[{"id":"https://openalex.org/I148128674","display_name":"University of Shanghai for Science and Technology","ror":"https://ror.org/00ay9v204","country_code":"CN","type":"education","lineage":["https://openalex.org/I148128674"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yongxiong Wang","raw_affiliation_strings":["University of Shanghai for Science and Technology,School of Optical-Electrical and Computer Engineering,Shanghai,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Shanghai for Science and Technology,School of Optical-Electrical and Computer Engineering,Shanghai,China","institution_ids":["https://openalex.org/I148128674"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100571569","display_name":"Huan Luo","orcid":null},"institutions":[{"id":"https://openalex.org/I148128674","display_name":"University of Shanghai for Science and Technology","ror":"https://ror.org/00ay9v204","country_code":"CN","type":"education","lineage":["https://openalex.org/I148128674"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Huan Luo","raw_affiliation_strings":["University of Shanghai for Science and Technology,School of Optical-Electrical and Computer Engineering,Shanghai,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Shanghai for Science and Technology,School of Optical-Electrical and Computer Engineering,Shanghai,China","institution_ids":["https://openalex.org/I148128674"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110994661","display_name":"Shuwen Jia","orcid":null},"institutions":[{"id":"https://openalex.org/I148128674","display_name":"University of Shanghai for Science and Technology","ror":"https://ror.org/00ay9v204","country_code":"CN","type":"education","lineage":["https://openalex.org/I148128674"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shuwen Jia","raw_affiliation_strings":["University of Shanghai for Science and Technology,School of Optical-Electrical and Computer Engineering,Shanghai,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Shanghai for Science and Technology,School of Optical-Electrical and Computer Engineering,Shanghai,China","institution_ids":["https://openalex.org/I148128674"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100325120","display_name":"Han Chen","orcid":"https://orcid.org/0000-0002-6315-802X"},"institutions":[{"id":"https://openalex.org/I148128674","display_name":"University of Shanghai for Science and Technology","ror":"https://ror.org/00ay9v204","country_code":"CN","type":"education","lineage":["https://openalex.org/I148128674"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Han Chen","raw_affiliation_strings":["University of Shanghai for Science and Technology,School of Optical-Electrical and Computer Engineering,Shanghai,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Shanghai for Science and Technology,School of Optical-Electrical and Computer Engineering,Shanghai,China","institution_ids":["https://openalex.org/I148128674"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025603167","display_name":"Chendong Qin","orcid":null},"institutions":[{"id":"https://openalex.org/I148128674","display_name":"University of Shanghai for Science and Technology","ror":"https://ror.org/00ay9v204","country_code":"CN","type":"education","lineage":["https://openalex.org/I148128674"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chendong Qin","raw_affiliation_strings":["University of Shanghai for Science and Technology,School of Optical-Electrical and Computer Engineering,Shanghai,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Shanghai for Science and Technology,School of Optical-Electrical and Computer Engineering,Shanghai,China","institution_ids":["https://openalex.org/I148128674"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027174335","display_name":"Z. T. He","orcid":"https://orcid.org/0000-0001-9167-6986"},"institutions":[{"id":"https://openalex.org/I148128674","display_name":"University of Shanghai for Science and Technology","ror":"https://ror.org/00ay9v204","country_code":"CN","type":"education","lineage":["https://openalex.org/I148128674"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhongcai He","raw_affiliation_strings":["University of Shanghai for Science and Technology,School of Optical-Electrical and Computer Engineering,Shanghai,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Shanghai for Science and Technology,School of Optical-Electrical and Computer Engineering,Shanghai,China","institution_ids":["https://openalex.org/I148128674"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5053995020","display_name":"Rui Luo","orcid":"https://orcid.org/0000-0002-4300-121X"},"institutions":[{"id":"https://openalex.org/I148128674","display_name":"University of Shanghai for Science and Technology","ror":"https://ror.org/00ay9v204","country_code":"CN","type":"education","lineage":["https://openalex.org/I148128674"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Rui Luo","raw_affiliation_strings":["University of Shanghai for Science and Technology,Institute of Foreign Languages,Shanghai,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Shanghai for Science and Technology,Institute of Foreign Languages,Shanghai,China","institution_ids":["https://openalex.org/I148128674"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I148128674"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10121","display_name":"Building Energy and Comfort Optimization","score":0.8543000221252441,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10121","display_name":"Building Energy and Comfort Optimization","score":0.8543000221252441,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10667","display_name":"Emotion and Mood Recognition","score":0.8514999747276306,"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"}},{"id":"https://openalex.org/T11309","display_name":"Music and Audio Processing","score":0.8472999930381775,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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":0.7744722962379456},{"id":"https://openalex.org/keywords/binary-number","display_name":"Binary number","score":0.5224496722221375},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.46587085723876953},{"id":"https://openalex.org/keywords/scale","display_name":"Scale (ratio)","score":0.4501011371612549},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4265865683555603},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.4241294264793396},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3242567181587219},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.322079598903656},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.19281154870986938},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.08460909128189087}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7744722962379456},{"id":"https://openalex.org/C48372109","wikidata":"https://www.wikidata.org/wiki/Q3913","display_name":"Binary number","level":2,"score":0.5224496722221375},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.46587085723876953},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.4501011371612549},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4265865683555603},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.4241294264793396},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3242567181587219},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.322079598903656},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.19281154870986938},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.08460909128189087},{"id":"https://openalex.org/C94375191","wikidata":"https://www.wikidata.org/wiki/Q11205","display_name":"Arithmetic","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icassp49660.2025.10889580","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icassp49660.2025.10889580","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ICASSP 2025 - 2025 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320309612","display_name":"Natural Science Foundation of Shanghai","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":21,"referenced_works":["https://openalex.org/W1947251450","https://openalex.org/W1991139021","https://openalex.org/W2111001009","https://openalex.org/W2138164020","https://openalex.org/W2143169494","https://openalex.org/W2528525647","https://openalex.org/W2580887161","https://openalex.org/W2968050947","https://openalex.org/W3133993736","https://openalex.org/W3159696612","https://openalex.org/W3191474079","https://openalex.org/W4206654584","https://openalex.org/W4211091012","https://openalex.org/W4301367357","https://openalex.org/W4383960611","https://openalex.org/W4384155732","https://openalex.org/W4385863621","https://openalex.org/W4392909475","https://openalex.org/W4401023906","https://openalex.org/W6802670780","https://openalex.org/W6803274909"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4224009465","https://openalex.org/W1993278628","https://openalex.org/W4306674287","https://openalex.org/W4286629047","https://openalex.org/W4205958290","https://openalex.org/W4384212932","https://openalex.org/W4390590544","https://openalex.org/W2096195258","https://openalex.org/W2990460313"],"abstract_inverted_index":{"Auditory":[0],"attention":[1],"detection":[2],"(AAD)":[3],"from":[4],"electroencephalography":[5],"(EEG)":[6],"signals":[7],"has":[8],"garnered":[9],"significant":[10],"interest":[11],"for":[12,45,137],"its":[13],"potential":[14],"in":[15],"brain-computer":[16],"interfaces":[17],"and":[18,31,67,124,135],"hearing":[19],"aids.":[20],"Nevertheless,":[21],"accurate":[22],"decoding":[23],"remains":[24],"challenging":[25],"due":[26],"to":[27,62,80,99],"the":[28,122],"high-dimensional,":[29],"non-stationary,":[30],"inherently":[32],"noisy":[33],"characteristics":[34],"of":[35,133],"EEG":[36,69,83,109],"signals.":[37],"We":[38],"introduce":[39],"SSAAD,":[40],"a":[41],"novel":[42],"self-supervised":[43,74],"approach":[44],"binary":[46],"AAD":[47],"with":[48,130],"three":[49],"key":[50],"innovations:":[51],"(1)":[52],"A":[53,72,90],"multi-scale":[54],"temporal-frequency":[55],"graph":[56],"convolutional":[57],"network":[58],"(MST-GCN)":[59],"is":[60,78,97,106,119],"developed":[61],"effectively":[63],"capture":[64],"both":[65],"spatial":[66],"temporal":[68],"dynamics;":[70],"(2)":[71],"hierarchical":[73],"contrastive":[75],"learning":[76],"method":[77],"designed":[79],"cultivate":[81],"robust":[82],"representations":[84],"without":[85],"extensive":[86],"labeled":[87],"data;":[88],"(3)":[89],"bespoke":[91],"triple-stage":[92],"mixup":[93],"data":[94],"augmentation":[95],"strategy":[96],"proposed":[98],"enhance":[100],"model":[101],"generalization.":[102],"Additionally,":[103],"MST-GCN":[104],"initialization":[105],"achieved":[107],"via":[108],"autoencoder":[110],"pre-training,":[111],"facilitating":[112],"superior":[113],"feature":[114],"extraction.":[115],"The":[116],"method's":[117],"effectiveness":[118],"evaluated":[120],"on":[121],"KUL":[123],"DTU":[125],"datasets,":[126],"demonstrating":[127],"state-of-the-art":[128],"performance":[129],"accuracy":[131],"improvements":[132],"1.4%":[134],"1.7%":[136],"0.1-second":[138],"windows,":[139],"respectively.":[140]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":2}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
