{"id":"https://openalex.org/W7163186511","doi":"https://doi.org/10.48550/arxiv.2606.00074","title":"CLSP-REQA: A Real-Time Quality-Aware Closed-Loop Seizure Prediction Framework with Mamba-BiLSTM and Confidence-Gated Intervention","display_name":"CLSP-REQA: A Real-Time Quality-Aware Closed-Loop Seizure Prediction Framework with Mamba-BiLSTM and Confidence-Gated Intervention","publication_year":2026,"publication_date":"2026-05-21","ids":{"openalex":"https://openalex.org/W7163186511","doi":"https://doi.org/10.48550/arxiv.2606.00074"},"language":null,"primary_location":{"id":"doi:10.48550/arxiv.2606.00074","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2606.00074","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"},"type":"preprint","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.48550/arxiv.2606.00074","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5053966460","display_name":"Mufeng Chen","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Chen, Mufeng","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5137629070","display_name":"Qi Wu","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Wu, Qi","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5137654000","display_name":"Bingchao Huang","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Huang, Bingchao","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084101152","display_name":"Xiwen Lai","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Lai, Xiwen","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101430107","display_name":"Zekai Chen","orcid":"https://orcid.org/0000-0002-5564-137X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Chen, Zekai","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101352477","display_name":"Xinge Ouyang","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ouyang, Xinge","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5062627983","display_name":"Quansheng Ren","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ren, Quansheng","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"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":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.8704000115394592,"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":0.8704000115394592,"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/T10919","display_name":"Neurological disorders and treatments","score":0.09679999947547913,"subfield":{"id":"https://openalex.org/subfields/2728","display_name":"Neurology"},"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/T12580","display_name":"Vagus Nerve Stimulation Research","score":0.00839999970048666,"subfield":{"id":"https://openalex.org/subfields/2808","display_name":"Neurology"},"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/electroencephalography","display_name":"Electroencephalography","score":0.7365999817848206},{"id":"https://openalex.org/keywords/estimator","display_name":"Estimator","score":0.5759000182151794},{"id":"https://openalex.org/keywords/quality-score","display_name":"Quality Score","score":0.5023000240325928},{"id":"https://openalex.org/keywords/signal","display_name":"SIGNAL (programming language)","score":0.4530999958515167},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.388700008392334},{"id":"https://openalex.org/keywords/epilepsy","display_name":"Epilepsy","score":0.3628000020980835},{"id":"https://openalex.org/keywords/scalp","display_name":"Scalp","score":0.3587999939918518},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3361000120639801}],"concepts":[{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.7365999817848206},{"id":"https://openalex.org/C185429906","wikidata":"https://www.wikidata.org/wiki/Q1130160","display_name":"Estimator","level":2,"score":0.5759000182151794},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5519999861717224},{"id":"https://openalex.org/C2779346075","wikidata":"https://www.wikidata.org/wiki/Q7268763","display_name":"Quality Score","level":3,"score":0.5023000240325928},{"id":"https://openalex.org/C2779843651","wikidata":"https://www.wikidata.org/wiki/Q7390335","display_name":"SIGNAL (programming language)","level":2,"score":0.4530999958515167},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.43299999833106995},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.388700008392334},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3659999966621399},{"id":"https://openalex.org/C2778186239","wikidata":"https://www.wikidata.org/wiki/Q41571","display_name":"Epilepsy","level":2,"score":0.3628000020980835},{"id":"https://openalex.org/C2778515351","wikidata":"https://www.wikidata.org/wiki/Q9622","display_name":"Scalp","level":2,"score":0.3587999939918518},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3361000120639801},{"id":"https://openalex.org/C12725497","wikidata":"https://www.wikidata.org/wiki/Q810247","display_name":"Baseline (sea)","level":2,"score":0.32829999923706055},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.31940001249313354},{"id":"https://openalex.org/C103824480","wikidata":"https://www.wikidata.org/wiki/Q185889","display_name":"Time domain","level":2,"score":0.3012000024318695},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.3001999855041504},{"id":"https://openalex.org/C2779334592","wikidata":"https://www.wikidata.org/wiki/Q6279182","display_name":"Epileptic seizure","level":3,"score":0.2964000105857849},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.2858999967575073},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.28060001134872437},{"id":"https://openalex.org/C3018390542","wikidata":"https://www.wikidata.org/wiki/Q1073","display_name":"Brain function","level":2,"score":0.2791000008583069},{"id":"https://openalex.org/C14036430","wikidata":"https://www.wikidata.org/wiki/Q3736076","display_name":"Function (biology)","level":2,"score":0.2752000093460083},{"id":"https://openalex.org/C2780665704","wikidata":"https://www.wikidata.org/wiki/Q959298","display_name":"Intervention (counseling)","level":2,"score":0.2745000123977661},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.27399998903274536},{"id":"https://openalex.org/C24756922","wikidata":"https://www.wikidata.org/wiki/Q1757694","display_name":"Data quality","level":3,"score":0.2709999978542328},{"id":"https://openalex.org/C19118579","wikidata":"https://www.wikidata.org/wiki/Q786423","display_name":"Frequency domain","level":2,"score":0.26019999384880066}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.48550/arxiv.2606.00074","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2606.00074","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"doi:10.48550/arxiv.2606.00074","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2606.00074","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Reliable":[0],"seizure":[1],"prediction":[2,62],"is":[3],"a":[4,49,54,75,79,91,191],"prerequisite":[5],"for":[6,15],"closed-loop":[7,201],"neurostimulation":[8],"therapy,":[9],"yet":[10],"existing":[11],"methods":[12],"rarely":[13],"account":[14],"the":[16,27,61,102,122,154,173,181],"variability":[17],"in":[18,23,72,84,141],"EEG":[19,46,66,105,136,157],"signal":[20,56],"quality":[21,57,81],"encountered":[22],"real-world":[24],"deployment,":[25],"and":[26,144],"overwhelming":[28],"majority":[29],"adopt":[30],"non-strict":[31],"evaluation":[32,100],"protocols":[33],"that":[34,52,86],"overestimate":[35],"generalisation":[36],"performance.":[37],"We":[38],"propose":[39],"CLSP-REQA":[40,113,165],"(Closed-Loop":[41],"Seizure":[42],"Prediction":[43],"with":[44,74,200],"Real-time":[45,65],"Quality":[47,67],"Assessment),":[48],"unified":[50],"framework":[51,189],"embeds":[53],"lightweight":[55],"estimator":[58],"directly":[59,198],"within":[60],"pipeline.":[63],"A":[64],"Assessment":[68],"(REQA)":[69],"module":[70],"runs":[71],"parallel":[73],"Mamba-BiLSTM":[76],"backbone,":[77],"producing":[78],"scalar":[80],"score":[82],"q":[83],"[0,1]":[85],"modulates":[87],"output":[88],"confidence":[89],"through":[90],"tiered":[92],"non-linear":[93],"fusion":[94],"function":[95],"(ECLO).":[96],"Under":[97],"strict":[98],"cross-patient":[99,124,176],"on":[101,180],"CHB-MIT":[103],"Scalp":[104,156],"Database":[106,158],"(n":[107,159],"=":[108,160],"23":[109,140],"subjects,":[110,162],"198":[111],"seizures),":[112,164],"achieves":[114,166],"an":[115],"AUC-ROC":[116],"of":[117,126,178],"0.7426":[118],"+-":[119,169],"0.0199,":[120],"outperforming":[121],"unadapted":[123],"baseline":[125],"0.69":[127],"reported":[128],"by":[129],"Jemal":[130],"et":[131],"al.,":[132],"using":[133],"only":[134],"16":[135],"channels":[137],"compared":[138],"to":[139],"prior":[142],"work,":[143],"without":[145],"requiring":[146],"any":[147],"target-patient":[148],"data":[149],"or":[150],"domain":[151],"adaptation.":[152],"On":[153],"SIENA":[155],"14":[161],"47":[163],"AUC":[167],"0.7012":[168],"0.0249,":[170],"substantially":[171],"surpassing":[172],"best":[174],"domain-adapted":[175],"result":[177],"0.61":[179],"same":[182],"dataset,":[183],"demonstrating":[184],"strong":[185],"cross-dataset":[186],"generalisation.":[187],"The":[188],"outputs":[190],"structured":[192],"four-tuple":[193],"(p,":[194],"q,":[195],"c,":[196],"Phi_SHAP)":[197],"compatible":[199],"neurostimulator":[202],"interfaces.":[203]},"counts_by_year":[],"updated_date":"2026-07-01T06:00:48.157686","created_date":"2026-06-03T00:00:00"}
