{"id":"https://openalex.org/W4415013473","doi":"https://doi.org/10.1609/aaai.v40i28.39551","title":"Online Conformal Selection with Accept-to-Reject Changes","display_name":"Online Conformal Selection with Accept-to-Reject Changes","publication_year":2025,"publication_date":"2025-08-19","ids":{"openalex":"https://openalex.org/W4415013473","doi":"https://doi.org/10.1609/aaai.v40i28.39551"},"language":"en","primary_location":{"id":"pmh:oai:arXiv.org:2508.13838","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2508.13838","pdf_url":"https://arxiv.org/pdf/2508.13838","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":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"type":"preprint","indexed_in":["arxiv"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2508.13838","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5111971823","display_name":"Kangdao Liu","orcid":"https://orcid.org/0009-0008-7703-9903"},"institutions":[{"id":"https://openalex.org/I204512498","display_name":"University of Macau","ror":"https://ror.org/01r4q9n85","country_code":"MO","type":"education","lineage":["https://openalex.org/I204512498"]}],"countries":["MO"],"is_corresponding":false,"raw_author_name":"Liu, Kangdao","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113216816","display_name":"H. Xi","orcid":null},"institutions":[{"id":"https://openalex.org/I3045169105","display_name":"Southern University of Science and Technology","ror":"https://ror.org/049tv2d57","country_code":"CN","type":"education","lineage":["https://openalex.org/I3045169105"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xi, Huajun","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076922237","display_name":"Chi\u2010Man Vong","orcid":"https://orcid.org/0000-0001-7997-8279"},"institutions":[{"id":"https://openalex.org/I204512498","display_name":"University of Macau","ror":"https://ror.org/01r4q9n85","country_code":"MO","type":"education","lineage":["https://openalex.org/I204512498"]}],"countries":["MO"],"is_corresponding":false,"raw_author_name":"Vong, Chi-Man","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5020027500","display_name":"Hongxin Wei","orcid":"https://orcid.org/0000-0002-8973-2843"},"institutions":[{"id":"https://openalex.org/I3045169105","display_name":"Southern University of Science and Technology","ror":"https://ror.org/049tv2d57","country_code":"CN","type":"education","lineage":["https://openalex.org/I3045169105"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wei, Hongxin","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"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/T12761","display_name":"Data Stream Mining Techniques","score":0.9650999903678894,"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/T12761","display_name":"Data Stream Mining Techniques","score":0.9650999903678894,"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/T11644","display_name":"Spam and Phishing Detection","score":0.911300003528595,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/selection","display_name":"Selection (genetic algorithm)","score":0.8467000126838684},{"id":"https://openalex.org/keywords/conformal-map","display_name":"Conformal map","score":0.6471999883651733},{"id":"https://openalex.org/keywords/selection-algorithm","display_name":"Selection algorithm","score":0.461899995803833},{"id":"https://openalex.org/keywords/false-discovery-rate","display_name":"False discovery rate","score":0.4296000003814697},{"id":"https://openalex.org/keywords/model-selection","display_name":"Model selection","score":0.4174000024795532},{"id":"https://openalex.org/keywords/multivariate-statistics","display_name":"Multivariate statistics","score":0.40369999408721924}],"concepts":[{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.8467000126838684},{"id":"https://openalex.org/C98214594","wikidata":"https://www.wikidata.org/wiki/Q850275","display_name":"Conformal map","level":2,"score":0.6471999883651733},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6223999857902527},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.462799996137619},{"id":"https://openalex.org/C2775973920","wikidata":"https://www.wikidata.org/wiki/Q3252726","display_name":"Selection algorithm","level":3,"score":0.461899995803833},{"id":"https://openalex.org/C193244246","wikidata":"https://www.wikidata.org/wiki/Q5432696","display_name":"False discovery rate","level":3,"score":0.4296000003814697},{"id":"https://openalex.org/C93959086","wikidata":"https://www.wikidata.org/wiki/Q6888345","display_name":"Model selection","level":2,"score":0.4174000024795532},{"id":"https://openalex.org/C161584116","wikidata":"https://www.wikidata.org/wiki/Q1952580","display_name":"Multivariate statistics","level":2,"score":0.40369999408721924},{"id":"https://openalex.org/C40423286","wikidata":"https://www.wikidata.org/wiki/Q284172","display_name":"Selection bias","level":2,"score":0.3822000026702881},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3447999954223633},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.3402999937534332},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3400000035762787},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.3294999897480011},{"id":"https://openalex.org/C12725497","wikidata":"https://www.wikidata.org/wiki/Q810247","display_name":"Baseline (sea)","level":2,"score":0.29899999499320984},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.2678000032901764},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.25859999656677246},{"id":"https://openalex.org/C7386963","wikidata":"https://www.wikidata.org/wiki/Q3954859","display_name":"Negative selection","level":4,"score":0.2500999867916107}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:oai:arXiv.org:2508.13838","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2508.13838","pdf_url":"https://arxiv.org/pdf/2508.13838","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":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"pmh:oai:ojs.aaai.org:article/39551","is_oa":false,"landing_page_url":"https://ojs.aaai.org/index.php/AAAI/article/view/39551","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"2159-5399","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2508.13838","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2508.13838","pdf_url":"https://arxiv.org/pdf/2508.13838","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":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1892796064","display_name":null,"funder_award_id":"SGDX20220530111001006","funder_id":"https://openalex.org/F4320329791","funder_display_name":"Shenzhen Fundamental Research Program"},{"id":"https://openalex.org/G4048234402","display_name":null,"funder_award_id":"SGDX20220530111001006","funder_id":"https://openalex.org/F4320329174","funder_display_name":"Shenzhen Municipal Science and Technology Innovation Council"}],"funders":[{"id":"https://openalex.org/F4320327605","display_name":"Southern University of Science and Technology","ror":null},{"id":"https://openalex.org/F4320329174","display_name":"Shenzhen Municipal Science and Technology Innovation Council","ror":"https://ror.org/017n8df75"},{"id":"https://openalex.org/F4320329791","display_name":"Shenzhen Fundamental Research Program","ror":null}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4415013473.pdf","grobid_xml":"https://content.openalex.org/works/W4415013473.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Selecting":[0],"a":[1,7,21,82,116,127],"subset":[2],"of":[3,54],"promising":[4],"candidates":[5],"from":[6],"large":[8],"pool":[9],"is":[10,59,69,118,122],"crucial":[11],"across":[12,213],"various":[13],"scientific":[14],"and":[15,23,114,174,195],"real-world":[16,196],"applications.":[17],"Conformal":[18,133],"selection":[19,28,50,65,97,112,130,148,203],"offers":[20],"distribution-free":[22],"model-agnostic":[24],"framework":[25],"for":[26,111],"candidate":[27,117,147],"with":[29,61,135],"uncertainty":[30],"quantification.":[31],"While":[32],"effective":[33],"in":[34,72],"offline":[35],"settings,":[36],"its":[37],"application":[38],"to":[39,84,98,187],"online":[40,100,142],"scenarios,":[41],"where":[42,80],"data":[43,106,176],"arrives":[44],"sequentially,":[45],"poses":[46],"challenges.":[47],"Notably,":[48],"conformal":[49,96,129],"permits":[51],"the":[52,120,146,157,165,206],"deselection":[53],"previously":[55],"selected":[56],"candidates,":[57],"which":[58,140],"incompatible":[60],"applications":[62],"requiring":[63],"irreversible":[64],"decisions.":[66],"This":[67],"limitation":[68],"particularly":[70],"evident":[71],"resource-intensive":[73],"sequential":[74],"processes,":[75],"such":[76],"as":[77],"drug":[78],"discovery,":[79],"advancing":[81],"compound":[83],"subsequent":[85],"stages":[86],"renders":[87],"reversal":[88],"impractical.":[89],"To":[90],"address":[91],"this":[92],"issue,":[93],"we":[94,125,179],"extend":[95],"an":[99],"Accept-to-Reject":[101,136],"Changes":[102,137],"(ARC)":[103],"procedure:":[104],"non-selected":[105],"points":[107],"can":[108],"be":[109],"reconsidered":[110],"later,":[113],"once":[115],"selected,":[119],"decision":[121],"irreversible.":[123],"Specifically,":[124],"propose":[126],"novel":[128],"method,":[131],"Online":[132],"Selection":[134],"(dubbed":[138],"OCS-ARC),":[139],"incorporates":[141],"Benjamini-Hochberg":[143],"procedure":[144],"into":[145],"process.":[149],"We":[150],"provide":[151],"theoretical":[152],"guarantees":[153],"that":[154,182,199],"OCS-ARC":[155,200],"controls":[156],"false":[158],"discovery":[159],"rate":[160],"(FDR)":[161],"at":[162,168],"or":[163],"below":[164],"nominal":[166],"level":[167],"any":[169],"timestep":[170],"under":[171],"both":[172],"i.i.d.":[173],"exchangeable":[175],"assumptions.":[177],"Additionally,":[178],"theoretically":[180],"show":[181],"our":[183],"approach":[184],"naturally":[185],"extends":[186],"multivariate":[188],"response":[189],"settings.":[190],"Extensive":[191],"experiments":[192],"on":[193],"synthetic":[194],"datasets":[197],"demonstrate":[198],"significantly":[201],"improves":[202],"power":[204],"over":[205],"baseline":[207],"while":[208],"maintaining":[209],"valid":[210],"FDR":[211],"control":[212],"all":[214],"examined":[215],"timesteps.":[216]},"counts_by_year":[],"updated_date":"2026-07-16T13:24:37.021932","created_date":"2025-10-10T00:00:00"}