{"id":"https://openalex.org/W7155039228","doi":"https://doi.org/10.48550/arxiv.2604.17030","title":"Conditional Evidence Reconstruction and Decomposition for Interpretable Multimodal Diagnosis","display_name":"Conditional Evidence Reconstruction and Decomposition for Interpretable Multimodal Diagnosis","publication_year":2026,"publication_date":"2026-04-18","ids":{"openalex":"https://openalex.org/W7155039228","doi":"https://doi.org/10.48550/arxiv.2604.17030"},"language":null,"primary_location":{"id":"doi:10.48550/arxiv.2604.17030","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2604.17030","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.2604.17030","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5040827184","display_name":"Shaowen Wan","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Wan, Shaowen","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5134188598","display_name":"Yanjun Lv","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Lv, Yanjun","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5134168761","display_name":"Lu Zhang","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zhang, Lu","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5134144667","display_name":"Dajiang Zhu","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zhu, Dajiang","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5134169459","display_name":"Bharat Biswal","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Biswal, Bharat","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5134116248","display_name":"Tianming Liu","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Liu, Tianming","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5134142519","display_name":"Xiaobo Li","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Li, Xiaobo","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5134136966","display_name":"Lin Zhao","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zhao, Lin","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/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.24070000648498535,"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"}},"topics":[{"id":"https://openalex.org/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.24070000648498535,"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/T13702","display_name":"Machine Learning in Healthcare","score":0.11649999767541885,"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/T11303","display_name":"Bayesian Modeling and Causal Inference","score":0.07660000026226044,"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/interpretability","display_name":"Interpretability","score":0.906499981880188},{"id":"https://openalex.org/keywords/modality","display_name":"Modality (human\u2013computer interaction)","score":0.5687000155448914},{"id":"https://openalex.org/keywords/modalities","display_name":"Modalities","score":0.5313000082969666},{"id":"https://openalex.org/keywords/neuroimaging","display_name":"Neuroimaging","score":0.491100013256073},{"id":"https://openalex.org/keywords/missing-data","display_name":"Missing data","score":0.3982999920845032},{"id":"https://openalex.org/keywords/decomposition","display_name":"Decomposition","score":0.36000001430511475}],"concepts":[{"id":"https://openalex.org/C2781067378","wikidata":"https://www.wikidata.org/wiki/Q17027399","display_name":"Interpretability","level":2,"score":0.906499981880188},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6412000060081482},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6211000084877014},{"id":"https://openalex.org/C2780226545","wikidata":"https://www.wikidata.org/wiki/Q6888030","display_name":"Modality (human\u2013computer interaction)","level":2,"score":0.5687000155448914},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5677000284194946},{"id":"https://openalex.org/C2779903281","wikidata":"https://www.wikidata.org/wiki/Q6888026","display_name":"Modalities","level":2,"score":0.5313000082969666},{"id":"https://openalex.org/C58693492","wikidata":"https://www.wikidata.org/wiki/Q551875","display_name":"Neuroimaging","level":2,"score":0.491100013256073},{"id":"https://openalex.org/C9357733","wikidata":"https://www.wikidata.org/wiki/Q6878417","display_name":"Missing data","level":2,"score":0.3982999920845032},{"id":"https://openalex.org/C124681953","wikidata":"https://www.wikidata.org/wiki/Q339062","display_name":"Decomposition","level":2,"score":0.36000001430511475},{"id":"https://openalex.org/C31170391","wikidata":"https://www.wikidata.org/wiki/Q188619","display_name":"Hierarchy","level":2,"score":0.32670000195503235},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.2971000075340271},{"id":"https://openalex.org/C11671645","wikidata":"https://www.wikidata.org/wiki/Q5054567","display_name":"Causal model","level":2,"score":0.29339998960494995},{"id":"https://openalex.org/C774472","wikidata":"https://www.wikidata.org/wiki/Q6760393","display_name":"Margin (machine learning)","level":2,"score":0.2865000069141388},{"id":"https://openalex.org/C168167062","wikidata":"https://www.wikidata.org/wiki/Q1117970","display_name":"Component (thermodynamics)","level":2,"score":0.2727999985218048},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.25609999895095825},{"id":"https://openalex.org/C164226766","wikidata":"https://www.wikidata.org/wiki/Q7293202","display_name":"Rank (graph theory)","level":2,"score":0.2531999945640564},{"id":"https://openalex.org/C66024118","wikidata":"https://www.wikidata.org/wiki/Q1122506","display_name":"Computational model","level":2,"score":0.2502000033855438}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.48550/arxiv.2604.17030","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2604.17030","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.2604.17030","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2604.17030","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":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Neurobiological":[0],"and":[1,16,18,43,108,140,166],"neurodegenerative":[2],"diseases":[3],"are":[4,62],"inherently":[5],"multifactorial,":[6],"arising":[7],"from":[8],"coupled":[9],"influences":[10],"spanning":[11],"genetic":[12],"susceptibility,":[13],"brain":[14],"alterations,":[15],"environmental":[17],"behavioral":[19],"factors.":[20],"Multimodal":[21],"modeling":[22],"has":[23],"therefore":[24],"been":[25],"increasingly":[26],"adopted":[27],"for":[28,113,171],"disease":[29],"diagnosis":[30,69,116],"by":[31],"integrating":[32],"complementary":[33],"evidence":[34,93,135,169],"across":[35],"data":[36],"sources.":[37],"However,":[38],"in":[39],"both":[40],"large-scale":[41],"cohorts":[42],"real-world":[44],"clinical":[45],"workflows,":[46],"modality":[47,124],"coverage":[48],"is":[49],"often":[50],"incomplete,":[51],"making":[52],"many":[53,86],"multimodal":[54,68,115],"models":[55,87],"brittle":[56],"when":[57],"one":[58],"or":[59,74],"more":[60],"modalities":[61],"unavailable.":[63],"Existing":[64],"approaches":[65],"to":[66,80],"incomplete":[67,118],"typically":[70],"rely":[71],"on":[72,127,147],"group-wise":[73],"static":[75],"priors,":[76],"which":[77,92],"may":[78],"fail":[79],"capture":[81],"subject-specific":[82],"cross-modal":[83,138],"dependencies;":[84],"moreover,":[85],"provide":[88],"limited":[89],"interpretability":[90],"into":[91,136],"sources":[94],"drive":[95],"the":[96,148],"final":[97],"decision.":[98],"To":[99],"address":[100],"these":[101],"limitations,":[102],"we":[103],"propose":[104],"Conditional":[105],"Evidence":[106],"Reconstruction":[107],"Decomposition":[109],"(CERD),":[110],"a":[111],"framework":[112],"interpretable":[114],"with":[117],"modalities.":[119],"CERD":[120,156],"first":[121],"reconstructs":[122],"missing":[123],"representations":[125],"conditioned":[126],"each":[128],"subject's":[129],"observed":[130],"inputs,":[131],"then":[132],"decomposes":[133],"diagnostic":[134],"shared":[137],"corroboration":[139],"modality-specific":[141],"cues":[142],"via":[143],"logit-level":[144],"attribution.":[145],"Experiments":[146],"Alzheimer's":[149],"Disease":[150],"Neuroimaging":[151],"Initiative":[152],"(ADNI)":[153],"demonstrate":[154],"that":[155],"outperforms":[157],"competitive":[158],"baselines":[159],"under":[160],"incomplete-modality":[161],"settings":[162],"while":[163],"producing":[164],"structured":[165],"clinically":[167],"aligned":[168],"attributions":[170],"trustworthy":[172],"decision":[173],"support.":[174]},"counts_by_year":[],"updated_date":"2026-07-01T06:00:48.157686","created_date":"2026-04-22T00:00:00"}