{"id":"https://openalex.org/W7165383766","doi":"https://doi.org/10.48550/arxiv.2606.19371","title":"ProMUSE: Progressive Multi-modal Uncertainty-guided Staged Evidential Alzheimer Disease Classification","display_name":"ProMUSE: Progressive Multi-modal Uncertainty-guided Staged Evidential Alzheimer Disease Classification","publication_year":2026,"publication_date":"2026-06-11","ids":{"openalex":"https://openalex.org/W7165383766","doi":"https://doi.org/10.48550/arxiv.2606.19371"},"language":null,"primary_location":{"id":"doi:10.48550/arxiv.2606.19371","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2606.19371","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","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.2606.19371","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5138986571","display_name":"Long Doan","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Doan, Long","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5134547713","display_name":"Branden Chen","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Chen, Branden","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5134508729","display_name":"Ethan Litton","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Litton, Ethan","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5122964295","display_name":"H Huang","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Huang, Huan","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006022044","display_name":"J W Huang","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Huang, Jiajing","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039813424","display_name":"Yixin Xie","orcid":"https://orcid.org/0000-0002-4436-3474"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Xie, Yixin","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5139007716","display_name":"Weihua Zhou","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zhou, Weihua","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023468468","display_name":"N Sathya Narayanan","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Narayanan, Nandakumar","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5138989453","display_name":"Chen Zhao","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zhao, Chen","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/T10009","display_name":"Dementia and Cognitive Impairment Research","score":0.4410000145435333,"subfield":{"id":"https://openalex.org/subfields/2738","display_name":"Psychiatry and Mental health"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T10009","display_name":"Dementia and Cognitive Impairment Research","score":0.4410000145435333,"subfield":{"id":"https://openalex.org/subfields/2738","display_name":"Psychiatry and Mental health"},"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/T13702","display_name":"Machine Learning in Healthcare","score":0.17910000681877136,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11307","display_name":"Domain Adaptation and Few-Shot Learning","score":0.05290000140666962,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/positron-emission-tomography","display_name":"Positron emission tomography","score":0.6510999798774719},{"id":"https://openalex.org/keywords/modality","display_name":"Modality (human\u2013computer interaction)","score":0.5181999802589417},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.5070000290870667},{"id":"https://openalex.org/keywords/retrograde-amnesia","display_name":"Retrograde amnesia","score":0.47429999709129333},{"id":"https://openalex.org/keywords/magnetic-resonance-imaging","display_name":"Magnetic resonance imaging","score":0.42809998989105225},{"id":"https://openalex.org/keywords/modalities","display_name":"Modalities","score":0.42239999771118164},{"id":"https://openalex.org/keywords/amnesia","display_name":"Amnesia","score":0.4018000066280365},{"id":"https://openalex.org/keywords/data-acquisition","display_name":"Data acquisition","score":0.3880999982357025}],"concepts":[{"id":"https://openalex.org/C2775842073","wikidata":"https://www.wikidata.org/wiki/Q208376","display_name":"Positron emission tomography","level":2,"score":0.6510999798774719},{"id":"https://openalex.org/C2780226545","wikidata":"https://www.wikidata.org/wiki/Q6888030","display_name":"Modality (human\u2013computer interaction)","level":2,"score":0.5181999802589417},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5092999935150146},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.5070000290870667},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.48179998993873596},{"id":"https://openalex.org/C2779142347","wikidata":"https://www.wikidata.org/wiki/Q1193891","display_name":"Retrograde amnesia","level":3,"score":0.47429999709129333},{"id":"https://openalex.org/C143409427","wikidata":"https://www.wikidata.org/wiki/Q161238","display_name":"Magnetic resonance imaging","level":2,"score":0.42809998989105225},{"id":"https://openalex.org/C2779903281","wikidata":"https://www.wikidata.org/wiki/Q6888026","display_name":"Modalities","level":2,"score":0.42239999771118164},{"id":"https://openalex.org/C2778615406","wikidata":"https://www.wikidata.org/wiki/Q11072","display_name":"Amnesia","level":2,"score":0.4018000066280365},{"id":"https://openalex.org/C163985040","wikidata":"https://www.wikidata.org/wiki/Q1172399","display_name":"Data acquisition","level":2,"score":0.3880999982357025},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.383899986743927},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.37229999899864197},{"id":"https://openalex.org/C2777220311","wikidata":"https://www.wikidata.org/wiki/Q6423340","display_name":"Knowledge acquisition","level":2,"score":0.3255000114440918},{"id":"https://openalex.org/C502032728","wikidata":"https://www.wikidata.org/wiki/Q11081","display_name":"Alzheimer's disease","level":3,"score":0.30239999294281006},{"id":"https://openalex.org/C2984915365","wikidata":"https://www.wikidata.org/wiki/Q5141203","display_name":"Cognitive impairment","level":3,"score":0.3019999861717224},{"id":"https://openalex.org/C31601959","wikidata":"https://www.wikidata.org/wiki/Q931309","display_name":"Medical imaging","level":2,"score":0.29910001158714294},{"id":"https://openalex.org/C58693492","wikidata":"https://www.wikidata.org/wiki/Q551875","display_name":"Neuroimaging","level":2,"score":0.2955000102519989},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.27459999918937683},{"id":"https://openalex.org/C28901747","wikidata":"https://www.wikidata.org/wiki/Q177571","display_name":"Decision theory","level":2,"score":0.2745000123977661},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.26249998807907104},{"id":"https://openalex.org/C2778064278","wikidata":"https://www.wikidata.org/wiki/Q5372630","display_name":"Emission computed tomography","level":3,"score":0.2533999979496002}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.48550/arxiv.2606.19371","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2606.19371","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"doi:10.48550/arxiv.2606.19371","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2606.19371","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","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":{"Alzheimer's":[0],"disease":[1],"(AD)":[2],"is":[3],"a":[4,80,120,128,148,204],"fatal":[5],"disorder":[6],"that":[7,88,178],"destroys":[8],"memory":[9],"and":[10,52,60,65,116,141,169,174,207],"cognitive":[11],"skills":[12],"in":[13,23,73],"the":[14,24,98],"elderly":[15],"population.":[16],"Most":[17],"treatments":[18],"for":[19,32,210],"AD":[20,34,36,212],"are":[21,94],"effective":[22],"early":[25,33],"stage,":[26],"leading":[27],"to":[28,146,186],"an":[29],"increasing":[30],"demand":[31],"diagnosis.":[35],"diagnosis":[37,158],"increasingly":[38],"relies":[39],"on":[40,162,166],"multimodal":[41,150],"data":[42,102,115],"such":[43],"as":[44,203],"clinical":[45,75,114],"assessments,":[46],"structural":[47],"Magnetic":[48],"Resonance":[49],"Imaging":[50],"(MRI),":[51],"Positron":[53],"Emission":[54],"Tomography":[55],"(PET)":[56],"imaging.":[57,164],"However,":[58],"MRI":[59,134],"PET":[61,136],"acquisition":[62,103,154],"remain":[63],"costly":[64],"not":[66],"universally":[67],"accessible,":[68],"making":[69],"full-modality":[70,187],"inference":[71],"impractical":[72],"real-world":[74,211],"workflows.":[76],"We":[77],"propose":[78],"ProMUSE,":[79],"Progressive":[81],"Multi-modal":[82],"Uncertainty":[83],"Guided":[84],"Staged":[85],"Evidential":[86],"Network":[87],"adaptively":[89],"determines":[90],"when":[91],"additional":[92],"modalities":[93],"necessary,":[95],"helping":[96],"reduce":[97],"overall":[99],"cost":[100,197],"of":[101],"while":[104,159,189],"maintaining":[105],"accuracy.":[106],"ProMUSE":[107,131,179,202],"first":[108],"performs":[109],"evidential":[110],"classification":[111],"using":[112],"low-cost":[113],"quantifies":[117],"uncertainty":[118,126,142],"via":[119],"Dirichlet-based":[121],"subjective":[122],"logic":[123],"model.":[124],"When":[125],"exceeds":[127],"learned":[129],"threshold,":[130],"progressively":[132],"incorporates":[133],"or":[135,182],"features,":[137],"fusing":[138],"modality-wise":[139],"belief":[140],"through":[143],"Dempster-Shafer":[144],"theory":[145],"obtain":[147],"calibrated":[149],"prediction.":[151],"This":[152],"staged":[153],"strategy":[155],"enables":[156],"accurate":[157],"minimizing":[160],"reliance":[161],"expensive":[163],"Experiments":[165],"ADNI,":[167],"AIBL,":[168],"OASIS":[170],"across":[171],"CN-AD,":[172],"CN-MCI,":[173],"MCI-AD":[175],"tasks":[176],"demonstrate":[177],"achieves":[180],"competitive":[181],"superior":[183],"accuracy":[184],"compared":[185],"baselines":[188],"reducing":[190],"MRI/PET":[191],"usage":[192],"by":[193],"50-90%,":[194],"yielding":[195],"substantial":[196],"savings.":[198],"These":[199],"results":[200],"highlight":[201],"practical,":[205],"uncertainty-aware,":[206],"resource-efficient":[208],"solution":[209],"screening.":[213]},"counts_by_year":[],"updated_date":"2026-07-01T06:00:48.157686","created_date":"2026-06-20T00:00:00"}
