{"id":"https://openalex.org/W7147281356","doi":"https://doi.org/10.48550/arxiv.2603.26780","title":"RatSeizure: A Benchmark and Saliency-Context Transformer for Rat Seizure Localization","display_name":"RatSeizure: A Benchmark and Saliency-Context Transformer for Rat Seizure Localization","publication_year":2026,"publication_date":"2026-03-25","ids":{"openalex":"https://openalex.org/W7147281356","doi":"https://doi.org/10.48550/arxiv.2603.26780"},"language":null,"primary_location":{"id":"doi:10.48550/arxiv.2603.26780","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2603.26780","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.2603.26780","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5132631749","display_name":"Ting Yu Tsai","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Tsai, Ting Yu","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5132556011","display_name":"An Yu","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yu, An","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5132720754","display_name":"Lucy Lee","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Lee, Lucy","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013827659","display_name":"Felix X.-F. Ye","orcid":"https://orcid.org/0009-0006-3875-642X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ye, Felix X. -F.","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050726160","display_name":"Damian S. Shin","orcid":"https://orcid.org/0000-0001-7336-7311"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Shin, Damian S.","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087776229","display_name":"Tzu\u2010Jen Kao","orcid":"https://orcid.org/0000-0001-5907-8409"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Kao, Tzu-Jen","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5132660470","display_name":"Xin Jian Li","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Li, Xin","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5012638803","display_name":"Ming\u2010Ching Chang","orcid":"https://orcid.org/0000-0001-9325-5341"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Chang, Ming-Ching","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":0.35929998755455017,"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":0.35929998755455017,"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/T11685","display_name":"Zebrafish Biomedical Research Applications","score":0.26420000195503235,"subfield":{"id":"https://openalex.org/subfields/1307","display_name":"Cell Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10581","display_name":"Neural dynamics and brain function","score":0.049800001084804535,"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/benchmark","display_name":"Benchmark (surveying)","score":0.7202000021934509},{"id":"https://openalex.org/keywords/transformer","display_name":"Transformer","score":0.5486000180244446},{"id":"https://openalex.org/keywords/epileptogenesis","display_name":"Epileptogenesis","score":0.512499988079071},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.46309998631477356},{"id":"https://openalex.org/keywords/action","display_name":"Action (physics)","score":0.3465000092983246},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.32190001010894775}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7857999801635742},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.7202000021934509},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5950000286102295},{"id":"https://openalex.org/C66322947","wikidata":"https://www.wikidata.org/wiki/Q11658","display_name":"Transformer","level":3,"score":0.5486000180244446},{"id":"https://openalex.org/C57236427","wikidata":"https://www.wikidata.org/wiki/Q5382987","display_name":"Epileptogenesis","level":3,"score":0.512499988079071},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.46309998631477356},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4334000051021576},{"id":"https://openalex.org/C2780791683","wikidata":"https://www.wikidata.org/wiki/Q846785","display_name":"Action (physics)","level":2,"score":0.3465000092983246},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.32589998841285706},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.32190001010894775},{"id":"https://openalex.org/C77277458","wikidata":"https://www.wikidata.org/wiki/Q1969246","display_name":"Temporal database","level":2,"score":0.28450000286102295},{"id":"https://openalex.org/C2778117688","wikidata":"https://www.wikidata.org/wiki/Q264024","display_name":"Animal model","level":2,"score":0.2773999869823456},{"id":"https://openalex.org/C86251818","wikidata":"https://www.wikidata.org/wiki/Q816754","display_name":"Benchmarking","level":2,"score":0.2676999866962433},{"id":"https://openalex.org/C2988419192","wikidata":"https://www.wikidata.org/wiki/Q7155","display_name":"Animal behavior","level":2,"score":0.25110000371932983}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.48550/arxiv.2603.26780","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2603.26780","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.2603.26780","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2603.26780","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":[{"score":0.4030728042125702,"id":"https://metadata.un.org/sdg/5","display_name":"Gender equality"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Animal":[0],"models,":[1],"particularly":[2],"rats,":[3],"play":[4],"a":[5,93,119],"critical":[6],"role":[7],"in":[8],"seizure":[9,65],"research":[10],"for":[11,63,96,123],"studying":[12],"epileptogenesis":[13],"and":[14,30,44,79,86,117,133],"treatment":[15],"response.":[16],"However,":[17],"progress":[18],"is":[19],"limited":[20,40],"by":[21],"the":[22,59],"lack":[23],"of":[24,48,71],"datasets":[25,37],"with":[26,75],"precise":[27],"temporal":[28,46,80,87,97],"annotations":[29],"standardized":[31,130],"evaluation":[32,134],"protocols.":[33],"Existing":[34],"animal":[35],"behavior":[36,66,84],"often":[38],"have":[39],"accessibility,":[41],"coarse":[42],"labeling,":[43],"insufficient":[45],"localization":[47,99],"clinically":[49],"meaningful":[50],"events.":[51],"To":[52],"address":[53],"these":[54],"limitations,":[55],"we":[56],"introduce":[57],"RatSeizure,":[58],"first":[60],"publicly":[61],"benchmark":[62],"fine-grained":[64],"analysis.":[67],"The":[68],"dataset":[69,131],"consists":[70],"recorded":[72],"clips":[73],"annotated":[74],"seizure-related":[76],"action":[77,98],"units":[78],"boundaries,":[81],"enabling":[82],"both":[83],"classification":[85],"localization.":[88],"We":[89,127],"further":[90],"propose":[91],"RaSeformer,":[92],"saliency-context":[94],"Transformer":[95],"that":[100,112],"highlights":[101],"behavior-relevant":[102],"context":[103],"while":[104],"suppressing":[105],"redundant":[106],"cues.":[107],"Experiments":[108],"on":[109],"RatSeizure":[110],"show":[111],"RaSeformer":[113],"achieves":[114],"strong":[115],"performance":[116],"provides":[118],"competitive":[120],"reference":[121],"model":[122],"this":[124],"challenging":[125],"task.":[126],"also":[128],"establish":[129],"splits":[132],"protocols":[135],"to":[136],"support":[137],"reproducible":[138],"benchmarking.":[139]},"counts_by_year":[],"updated_date":"2026-07-01T06:00:48.157686","created_date":"2026-04-02T00:00:00"}
