{"id":"https://openalex.org/W4412536694","doi":"https://doi.org/10.1109/tnsre.2025.3591254","title":"Enhanced Online Continuous Brain-Control by Deep Learning-Based EEG Decoding","display_name":"Enhanced Online Continuous Brain-Control by Deep Learning-Based EEG Decoding","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4412536694","doi":"https://doi.org/10.1109/tnsre.2025.3591254","pmid":"https://pubmed.ncbi.nlm.nih.gov/40690341"},"language":"en","primary_location":{"id":"doi:10.1109/tnsre.2025.3591254","doi":"https://doi.org/10.1109/tnsre.2025.3591254","is_oa":true,"landing_page_url":"https://doi.org/10.1109/tnsre.2025.3591254","pdf_url":null,"source":{"id":"https://openalex.org/S98183460","display_name":"IEEE Transactions on Neural Systems and Rehabilitation Engineering","issn_l":"1534-4320","issn":["1534-4320","1558-0210"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","dongbi-b","doyens","jufo-2","ki-jl-1","medline","norway-2","poland-140","russia-white-list-1","vabb-shw"],"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Neural Systems and Rehabilitation Engineering","raw_type":"journal-article"},"volume":null,"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1109/tnsre.2025.3591254","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101984442","display_name":"Jiaheng Wang","orcid":"https://orcid.org/0009-0005-0815-0518","observed_orcids":["https://orcid.org/0009-0005-0815-0518"]},"institutions":[{"id":"https://openalex.org/I4210132011","display_name":"Hangzhou Seventh Peoples Hospital","ror":"https://ror.org/0310dsa24","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210132011"]},{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiaheng Wang","raw_affiliation_strings":["Department of Neurobiology, Affiliated Mental Health Center and Hangzhou Seventh People&#x2019;s Hospital, Zhejiang University School of Medicine, Hangzhou, China","Nanhu Brain-Computer Interface Institute, Hangzhou, China"],"raw_orcid":"https://orcid.org/0009-0005-0815-0518","affiliations":[{"raw_affiliation_string":"Department of Neurobiology, Affiliated Mental Health Center and Hangzhou Seventh People&#x2019;s Hospital, Zhejiang University School of Medicine, Hangzhou, China","institution_ids":["https://openalex.org/I4210132011","https://openalex.org/I76130692"]},{"raw_affiliation_string":"Nanhu Brain-Computer Interface Institute, Hangzhou, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000732066","display_name":"Lin Yao","orcid":"https://orcid.org/0000-0003-2065-7280","observed_orcids":["https://orcid.org/0000-0003-2065-7280"]},"institutions":[{"id":"https://openalex.org/I4210132011","display_name":"Hangzhou Seventh Peoples Hospital","ror":"https://ror.org/0310dsa24","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210132011"]},{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lin Yao","raw_affiliation_strings":["Department of Neurobiology, Affiliated Mental Health Center and Hangzhou Seventh People&#x2019;s Hospital, Zhejiang University School of Medicine, Hangzhou, China","Nanhu Brain-Computer Interface Institute, Hangzhou, China"],"raw_orcid":"https://orcid.org/0000-0003-2065-7280","affiliations":[{"raw_affiliation_string":"Department of Neurobiology, Affiliated Mental Health Center and Hangzhou Seventh People&#x2019;s Hospital, Zhejiang University School of Medicine, Hangzhou, China","institution_ids":["https://openalex.org/I4210132011","https://openalex.org/I76130692"]},{"raw_affiliation_string":"Nanhu Brain-Computer Interface Institute, Hangzhou, China","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100741363","display_name":"Yueming Wang","orcid":"https://orcid.org/0000-0001-7742-0722","observed_orcids":["https://orcid.org/0000-0001-7742-0722"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yueming Wang","raw_affiliation_strings":["Nanhu Brain-Computer Interface Institute, Hangzhou, China"],"raw_orcid":"https://orcid.org/0000-0001-7742-0722","affiliations":[{"raw_affiliation_string":"Nanhu Brain-Computer Interface Institute, Hangzhou, China","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":2075,"currency":"USD","value_usd":2075},"apc_paid":{"value":2075,"currency":"USD","value_usd":2075},"fwci":5.6833,"has_fulltext":false,"cited_by_count":10,"citation_normalized_percentile":{"value":0.96943615,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"33","issue":null,"first_page":"2834","last_page":"2846"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":1.0,"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":1.0,"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/T10784","display_name":"Muscle activation and electromyography studies","score":0.0,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"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/T11707","display_name":"Gaze Tracking and Assistive Technology","score":0.0,"subfield":{"id":"https://openalex.org/subfields/1709","display_name":"Human-Computer Interaction"},"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/motor-imagery","display_name":"motor imagery","score":0.6909999847412109},{"id":"https://openalex.org/keywords/brain-computer-interface","display_name":"brain-computer interface","score":0.8220000267028809},{"id":"https://openalex.org/keywords/deep-learning","display_name":"deep learning","score":0.5830000042915344},{"id":"https://openalex.org/keywords/filter-bank-common-spatial-pattern","display_name":"filter bank common spatial pattern","score":0.8859999775886536},{"id":"https://openalex.org/keywords/cross-session-generalization","display_name":"cross-session generalization","score":0.8109999895095825},{"id":"https://openalex.org/keywords/center-out-task","display_name":"center-out task","score":0.621999979019165},{"id":"https://openalex.org/keywords/stroke-rehabilitation","display_name":"stroke rehabilitation","score":0.6759999990463257}],"concepts":[{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.7275635600090027},{"id":"https://openalex.org/C57273362","wikidata":"https://www.wikidata.org/wiki/Q576722","display_name":"Decoding methods","level":2,"score":0.6684247255325317},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5100560784339905},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.45529890060424805},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.44570600986480713},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.425756573677063},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.39735570549964905},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.3548550009727478},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.31776297092437744},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.07992920279502869}],"mesh":[{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001921","descriptor_name":"Brain","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":true},{"descriptor_ui":"D001921","descriptor_name":"Brain","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":true},{"descriptor_ui":"D001921","descriptor_name":"Brain","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":true},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007092","descriptor_name":"Imagination","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D007092","descriptor_name":"Imagination","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D007092","descriptor_name":"Imagination","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009862","descriptor_name":"Online Systems","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009862","descriptor_name":"Online Systems","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009862","descriptor_name":"Online Systems","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D055815","descriptor_name":"Young Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D055815","descriptor_name":"Young Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D055815","descriptor_name":"Young Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D062207","descriptor_name":"Brain-Computer Interfaces","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D062207","descriptor_name":"Brain-Computer Interfaces","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D062207","descriptor_name":"Brain-Computer Interfaces","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":3,"locations":[{"id":"doi:10.1109/tnsre.2025.3591254","doi":"https://doi.org/10.1109/tnsre.2025.3591254","is_oa":true,"landing_page_url":"https://doi.org/10.1109/tnsre.2025.3591254","pdf_url":null,"source":{"id":"https://openalex.org/S98183460","display_name":"IEEE Transactions on Neural Systems and Rehabilitation Engineering","issn_l":"1534-4320","issn":["1534-4320","1558-0210"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","dongbi-b","doyens","jufo-2","ki-jl-1","medline","norway-2","poland-140","russia-white-list-1","vabb-shw"],"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Neural Systems and Rehabilitation Engineering","raw_type":"journal-article"},{"id":"pmid:40690341","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40690341","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE transactions on neural systems and rehabilitation engineering : a publication of the IEEE Engineering in Medicine and Biology Society","raw_type":"Journal Article"},{"id":"pmh:oai:doaj.org/article:b66abd7d5e714cda9ffeb63c96eb9f6c","doi":null,"is_oa":true,"landing_page_url":"https://doaj.org/article/b66abd7d5e714cda9ffeb63c96eb9f6c","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Transactions on Neural Systems and Rehabilitation Engineering, Vol 33, Pp 2834-2846 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/tnsre.2025.3591254","doi":"https://doi.org/10.1109/tnsre.2025.3591254","is_oa":true,"landing_page_url":"https://doi.org/10.1109/tnsre.2025.3591254","pdf_url":null,"source":{"id":"https://openalex.org/S98183460","display_name":"IEEE Transactions on Neural Systems and Rehabilitation Engineering","issn_l":"1534-4320","issn":["1534-4320","1558-0210"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","dongbi-b","doyens","jufo-2","ki-jl-1","medline","norway-2","poland-140","russia-white-list-1","vabb-shw"],"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Neural Systems and Rehabilitation Engineering","raw_type":"journal-article"},"sustainable_development_goals":[],"sustainable_development_goals_aurora":[],"study_designs":[],"awards":[{"id":"https://openalex.org/G2016549674","display_name":null,"funder_award_id":"62336007","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":76,"referenced_works":["https://openalex.org/W1967095118","https://openalex.org/W1969223073","https://openalex.org/W1969715890","https://openalex.org/W1969878365","https://openalex.org/W1970242638","https://openalex.org/W1971140534","https://openalex.org/W1989927577","https://openalex.org/W2068654413","https://openalex.org/W2099509424","https://openalex.org/W2106006415","https://openalex.org/W2112421596","https://openalex.org/W2116308679","https://openalex.org/W2119163516","https://openalex.org/W2128404967","https://openalex.org/W2130705118","https://openalex.org/W2140413964","https://openalex.org/W2141885969","https://openalex.org/W2145482409","https://openalex.org/W2146496894","https://openalex.org/W2147854680","https://openalex.org/W2153635508","https://openalex.org/W2165177179","https://openalex.org/W2165730296","https://openalex.org/W2169918686","https://openalex.org/W2288177690","https://openalex.org/W2509948470","https://openalex.org/W2559463885","https://openalex.org/W2561907433","https://openalex.org/W2566775857","https://openalex.org/W2741907166","https://openalex.org/W2794345050","https://openalex.org/W2801587739","https://openalex.org/W2804957865","https://openalex.org/W2808112130","https://openalex.org/W2810712614","https://openalex.org/W2900802277","https://openalex.org/W2902225365","https://openalex.org/W2912885887","https://openalex.org/W2915893085","https://openalex.org/W2919115771","https://openalex.org/W2949263306","https://openalex.org/W3012521722","https://openalex.org/W3041698047","https://openalex.org/W3094453616","https://openalex.org/W3098568813","https://openalex.org/W3100271497","https://openalex.org/W3108203525","https://openalex.org/W3115305254","https://openalex.org/W3130687509","https://openalex.org/W3134577784","https://openalex.org/W3156767460","https://openalex.org/W3160778899","https://openalex.org/W3164103035","https://openalex.org/W3167195439","https://openalex.org/W3196839637","https://openalex.org/W3212535881","https://openalex.org/W3215284206","https://openalex.org/W4206927580","https://openalex.org/W4293550306","https://openalex.org/W4312597583","https://openalex.org/W4317622380","https://openalex.org/W4327521769","https://openalex.org/W4367728872","https://openalex.org/W4386275793","https://openalex.org/W4387490400","https://openalex.org/W4387623886","https://openalex.org/W4388145381","https://openalex.org/W4388430522","https://openalex.org/W4389659830","https://openalex.org/W4396510513","https://openalex.org/W4399355925","https://openalex.org/W4403447988","https://openalex.org/W4404469302","https://openalex.org/W4406207691","https://openalex.org/W6734194636","https://openalex.org/W6792941364"],"related_works":["https://openalex.org/W2922348724","https://openalex.org/W200322357","https://openalex.org/W2130428257","https://openalex.org/W4308951944","https://openalex.org/W2057366091","https://openalex.org/W4312960290","https://openalex.org/W2049513647","https://openalex.org/W2988848585","https://openalex.org/W4233722919","https://openalex.org/W4375867731"],"abstract_inverted_index":{"OBJECTIVE:":[0],"A":[1,84],"growing":[2],"amount":[3],"of":[4,45,54,187,210,236],"deep":[5,55,87,122,191,218,237],"learning":[6,23,40,88,123,192,238],"models":[7],"for":[8,112,172,225,244],"motor":[9],"imagery":[10],"(MI)":[11],"decoding":[12,58],"from":[13],"electroencephalogram":[14],"(EEG)":[15],"have":[16],"demonstrated":[17],"their":[18],"superiority":[19],"over":[20,189],"traditional":[21],"machine":[22,39],"approaches":[24],"in":[25,59,80,148,239],"offline":[26,180],"dataset":[27],"analysis.":[28],"However,":[29],"current":[30],"online":[31,73,113,119,141,203,215,223],"MI-based":[32],"brain-computer":[33],"interfaces":[34],"(BCIs)":[35],"still":[36],"predominantly":[37],"adopt":[38],"decoders":[41],"while":[42,170],"falling":[43],"short":[44],"high":[46],"BCI":[47,61,227],"performance.":[48],"Yet,":[49],"the":[50,103,121,127,139,164,173,184,211,233],"generalization":[51],"and":[52,71,99,146,199,241],"advantages":[53],"learning-based":[56],"EEG":[57],"realistic":[60],"systems":[62],"remain":[63],"far":[64],"unclear.":[65],"METHODS:":[66],"We":[67,207],"conduct":[68],"a":[69,156],"randomized":[70],"cross-session":[72,158],"MI-BCI":[74],"study":[75,231],"on":[76],"2D":[77],"center-out":[78],"tasks":[79],"15":[81],"BCI-naive":[82],"subjects.":[83],"newly":[85],"proposed":[86],"model":[89,166],"named":[90],"interactive":[91],"frequency":[92],"convolutional":[93],"neural":[94],"network":[95],"(IFNet)":[96],"is":[97,161],"leveraged":[98],"rigorously":[100],"compared":[101,151],"with":[102,152],"prevailing":[104],"benchmark":[105],"namely":[106],"filter-bank":[107],"common":[108],"spatial":[109],"pattern":[110],"(FBCSP)":[111],"MI":[114],"decoding.":[115],"RESULTS:":[116],"Through":[117],"extensive":[118],"analysis,":[120],"decoder":[124],"consistently":[125],"outperforms":[126],"classical":[128],"counterpart":[129],"across":[130],"various":[131],"performance":[132,186,224],"metrics.":[133],"In":[134],"particular,":[135],"IFNet":[136,165,188],"significantly":[137],"improves":[138],"average":[140],"task":[142],"accuracy":[143],"by":[144,163],"20%":[145],"27%":[147],"two":[149],"sessions":[150],"FBCSP,":[153],"respectively.":[154],"Moreover,":[155,194],"significant":[157],"training":[159],"effect":[160],"observed":[162],"(":[167,176],"${P}={0}.{017}$":[168],")":[169],"not":[171],"controlled":[174],"method":[175],"${P}={0}.{337}$":[177],").":[178],"Further":[179],"evaluations":[181],"also":[182],"demonstrate":[183],"superior":[185],"state-of-the-art":[190],"models.":[193],"we":[195],"present":[196,208],"unique":[197],"behavioral":[198],"neurophysiological":[200],"insights":[201],"underlying":[202],"brain-machine":[204],"interaction.":[205],"CONCLUSION:":[206],"one":[209],"first":[212],"studies":[213],"about":[214],"MI-BCIs":[216,240],"using":[217],"learning,":[219],"achieving":[220],"substantially":[221],"enhanced":[222],"continuous":[226],"control.":[228],"SIGNIFICANCE:":[229],"This":[230],"suggests":[232],"good":[234],"utility":[235],"has":[242],"implications":[243],"clinical":[245],"applications":[246],"such":[247],"as":[248],"stroke":[249],"rehabilitation.":[250]},"counts_by_year":[{"year":2026,"cited_by_count":8},{"year":2025,"cited_by_count":2}],"updated_date":"2026-10-09T09:14:12.587421","created_date":"2025-10-10T00:00:00"}
