{"id":"https://openalex.org/W4408352562","doi":"https://doi.org/10.1109/icassp49660.2025.10889151","title":"Causal fMRI-Mamba: Causal State Space Model for Neural Decoding and Brain Task States Recognition","display_name":"Causal fMRI-Mamba: Causal State Space Model for Neural Decoding and Brain Task States Recognition","publication_year":2025,"publication_date":"2025-03-12","ids":{"openalex":"https://openalex.org/W4408352562","doi":"https://doi.org/10.1109/icassp49660.2025.10889151"},"language":"en","primary_location":{"id":"doi:10.1109/icassp49660.2025.10889151","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icassp49660.2025.10889151","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/A5107912687","display_name":"Weihao Deng","orcid":null},"institutions":[{"id":"https://openalex.org/I115592961","display_name":"Jiangsu University","ror":"https://ror.org/03jc41j30","country_code":"CN","type":"education","lineage":["https://openalex.org/I115592961"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Weihao Deng","raw_affiliation_strings":["JiangSu University,School of Computer Science and Communication Engineering,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"JiangSu University,School of Computer Science and Communication Engineering,China","institution_ids":["https://openalex.org/I115592961"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056447198","display_name":"Fei Han","orcid":"https://orcid.org/0000-0003-2107-7448"},"institutions":[{"id":"https://openalex.org/I115592961","display_name":"Jiangsu University","ror":"https://ror.org/03jc41j30","country_code":"CN","type":"education","lineage":["https://openalex.org/I115592961"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fei Han","raw_affiliation_strings":["JiangSu University,School of Computer Science and Communication Engineering,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"JiangSu University,School of Computer Science and Communication Engineering,China","institution_ids":["https://openalex.org/I115592961"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041893866","display_name":"Qing-Hua Ling","orcid":null},"institutions":[{"id":"https://openalex.org/I4210096899","display_name":"Jiangsu University of Science and Technology","ror":"https://ror.org/00tyjp878","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210096899"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qinghua Ling","raw_affiliation_strings":["Jiangsu University of Science and Technology,School of Computer,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Jiangsu University of Science and Technology,School of Computer,China","institution_ids":["https://openalex.org/I4210096899"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090494452","display_name":"Qing Liu","orcid":"https://orcid.org/0000-0001-6397-0889"},"institutions":[{"id":"https://openalex.org/I4210147745","display_name":"West Anhui University","ror":"https://ror.org/046ft6c74","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210147745"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qing Liu","raw_affiliation_strings":["West Anhui University,School of Electronic and Information Engineering,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"West Anhui University,School of Electronic and Information Engineering,China","institution_ids":["https://openalex.org/I4210147745"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5087988017","display_name":"Henry Han","orcid":"https://orcid.org/0000-0003-0273-6719"},"institutions":[{"id":"https://openalex.org/I157394403","display_name":"Baylor University","ror":"https://ror.org/005781934","country_code":"US","type":"education","lineage":["https://openalex.org/I157394403"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Henry Han","raw_affiliation_strings":["Baylor University,School of Engineering and Computer Science,USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Baylor University,School of Engineering and Computer Science,USA","institution_ids":["https://openalex.org/I157394403"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":2,"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/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.957099974155426,"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":0.957099974155426,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/decoding-methods","display_name":"Decoding methods","score":0.7383404970169067},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.6658481955528259},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6441627740859985},{"id":"https://openalex.org/keywords/neural-decoding","display_name":"Neural decoding","score":0.6123601198196411},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.46599307656288147},{"id":"https://openalex.org/keywords/causal-model","display_name":"Causal model","score":0.44368162751197815},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4124471843242645},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.4026859402656555},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.34120792150497437},{"id":"https://openalex.org/keywords/cognitive-psychology","display_name":"Cognitive psychology","score":0.34029269218444824},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.31120359897613525},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.139478862285614},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.1147233247756958},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.10493239760398865},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.07986867427825928}],"concepts":[{"id":"https://openalex.org/C57273362","wikidata":"https://www.wikidata.org/wiki/Q576722","display_name":"Decoding methods","level":2,"score":0.7383404970169067},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.6658481955528259},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6441627740859985},{"id":"https://openalex.org/C40743351","wikidata":"https://www.wikidata.org/wiki/Q7002049","display_name":"Neural decoding","level":3,"score":0.6123601198196411},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.46599307656288147},{"id":"https://openalex.org/C11671645","wikidata":"https://www.wikidata.org/wiki/Q5054567","display_name":"Causal model","level":2,"score":0.44368162751197815},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4124471843242645},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.4026859402656555},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.34120792150497437},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.34029269218444824},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.31120359897613525},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.139478862285614},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.1147233247756958},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.10493239760398865},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.07986867427825928},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icassp49660.2025.10889151","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icassp49660.2025.10889151","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":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":21,"referenced_works":["https://openalex.org/W1997319821","https://openalex.org/W2071608556","https://openalex.org/W2123927491","https://openalex.org/W2146054288","https://openalex.org/W2526511911","https://openalex.org/W2994940018","https://openalex.org/W2998493658","https://openalex.org/W3191029692","https://openalex.org/W4213447687","https://openalex.org/W4220933347","https://openalex.org/W4288080495","https://openalex.org/W4307823382","https://openalex.org/W4312232143","https://openalex.org/W4368368076","https://openalex.org/W4372269219","https://openalex.org/W4392909861","https://openalex.org/W4403842425","https://openalex.org/W4408704947","https://openalex.org/W4411119386","https://openalex.org/W6795171876","https://openalex.org/W6861387779"],"related_works":["https://openalex.org/W3067752700","https://openalex.org/W2098373948","https://openalex.org/W1534867933","https://openalex.org/W2587713090","https://openalex.org/W2963141266","https://openalex.org/W2090610152","https://openalex.org/W2896393657","https://openalex.org/W2744712844","https://openalex.org/W4310719664","https://openalex.org/W2742276804"],"abstract_inverted_index":{"Deep":[0],"learning":[1],"advances":[2],"neural":[3,58],"decoding":[4,59],"in":[5,111],"functional":[6],"magnetic":[7],"resonance":[8],"imaging":[9],"(fMRI)":[10],"tasks":[11],"with":[12,21],"convolution":[13],"and":[14,31,41,60,74,90,130],"attention-based":[15],"methods.":[16,134],"However,":[17],"these":[18],"methods":[19],"struggle":[20],"capturing":[22,75],"global":[23,67],"spatiotemporal":[24,68],"information":[25,69,109],"due":[26],"to":[27,85,105],"high":[28],"dimensionality,":[29],"noise":[30],"inter-individual":[32],"difference":[33],"of":[34,114],"fMRI,":[35],"which":[36],"also":[37],"increase":[38],"computational":[39],"complexity":[40],"prior":[42],"bias.":[43],"To":[44],"this":[45],"end,":[46],"a":[47,79,99],"novel":[48],"causal":[49,80,93,108],"state":[50,62,122],"space":[51],"model,":[52],"Causal":[53,125],"fMRI-Mamba,":[54],"is":[55,83,103],"proposed":[56],"for":[57],"task":[61,121],"mapping.":[63],"It":[64],"effectively":[65],"captures":[66],"via":[70],"eliminating":[71],"local":[72],"redundancies":[73],"long-distance":[76],"dependencies.":[77],"Meanwhile,":[78],"representation":[81],"framework":[82],"designed":[84],"extract":[86],"invariant":[87],"high-order":[88],"features":[89],"disentangle":[91],"related":[92],"features,":[94],"enhancing":[95],"model":[96],"performance.":[97],"Furthermore,":[98],"dense":[100],"connection":[101],"module":[102],"expanded":[104],"prevent":[106],"significant":[107],"loss":[110],"hidden":[112],"states":[113],"inter":[115],"layers.":[116],"On":[117],"the":[118],"HCP":[119],"brain":[120],"classification":[123],"task,":[124],"fMRI-Mamba":[126],"achieves":[127],"better":[128],"performance":[129],"generalization":[131],"than":[132],"comparison":[133]},"counts_by_year":[{"year":2026,"cited_by_count":2}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}