{"id":"https://openalex.org/W7154120695","doi":"https://doi.org/10.48550/arxiv.2604.09047","title":"Text-Conditioned Multi-Expert Regression Framework for Fully Automated Multi-Abutment Design","display_name":"Text-Conditioned Multi-Expert Regression Framework for Fully Automated Multi-Abutment Design","publication_year":2026,"publication_date":"2026-04-10","ids":{"openalex":"https://openalex.org/W7154120695","doi":"https://doi.org/10.48550/arxiv.2604.09047"},"language":null,"primary_location":{"id":"doi:10.48550/arxiv.2604.09047","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2604.09047","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":"article"},"type":"preprint","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.48550/arxiv.2604.09047","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5087577799","display_name":"Mianjie Zheng","orcid":"https://orcid.org/0000-0001-6932-0975"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zheng, Mianjie","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5133536939","display_name":"Xinquan Yang","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yang, Xinquan","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078336937","display_name":"Xuefen Liu","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Liu, Xuefen","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5133500051","display_name":"Xuguang Li","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Li, Xuguang","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5133536522","display_name":"Kun Tang","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Tang, Kun","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5133508062","display_name":"He Meng","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Meng, He","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5133549667","display_name":"Linlin Shen","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Shen, Linlin","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":7,"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/T10359","display_name":"Dental Implant Techniques and Outcomes","score":0.515999972820282,"subfield":{"id":"https://openalex.org/subfields/3504","display_name":"Oral Surgery"},"field":{"id":"https://openalex.org/fields/35","display_name":"Dentistry"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T10359","display_name":"Dental Implant Techniques and Outcomes","score":0.515999972820282,"subfield":{"id":"https://openalex.org/subfields/3504","display_name":"Oral Surgery"},"field":{"id":"https://openalex.org/fields/35","display_name":"Dentistry"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T11363","display_name":"Dental Radiography and Imaging","score":0.13680000603199005,"subfield":{"id":"https://openalex.org/subfields/3504","display_name":"Oral Surgery"},"field":{"id":"https://openalex.org/fields/35","display_name":"Dentistry"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10113","display_name":"Dental materials and restorations","score":0.04259999841451645,"subfield":{"id":"https://openalex.org/subfields/3505","display_name":"Orthodontics"},"field":{"id":"https://openalex.org/fields/35","display_name":"Dentistry"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/identification","display_name":"Identification (biology)","score":0.5501000285148621},{"id":"https://openalex.org/keywords/interface","display_name":"Interface (matter)","score":0.5353000164031982},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.5267999768257141},{"id":"https://openalex.org/keywords/dental-implant","display_name":"Dental implant","score":0.5006999969482422},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.45840001106262207},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4327000081539154},{"id":"https://openalex.org/keywords/abutment","display_name":"Abutment","score":0.4318000078201294},{"id":"https://openalex.org/keywords/implant","display_name":"Implant","score":0.3991999924182892}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5737000107765198},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.5501000285148621},{"id":"https://openalex.org/C113843644","wikidata":"https://www.wikidata.org/wiki/Q901882","display_name":"Interface (matter)","level":4,"score":0.5353000164031982},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.5267999768257141},{"id":"https://openalex.org/C2780338112","wikidata":"https://www.wikidata.org/wiki/Q143680","display_name":"Dental implant","level":3,"score":0.5006999969482422},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.45840001106262207},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4327000081539154},{"id":"https://openalex.org/C48777230","wikidata":"https://www.wikidata.org/wiki/Q6452175","display_name":"Abutment","level":2,"score":0.4318000078201294},{"id":"https://openalex.org/C2781411149","wikidata":"https://www.wikidata.org/wiki/Q486975","display_name":"Implant","level":2,"score":0.3991999924182892},{"id":"https://openalex.org/C2781122048","wikidata":"https://www.wikidata.org/wiki/Q15983064","display_name":"Fixture","level":2,"score":0.398499995470047},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.39079999923706055},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3765999972820282},{"id":"https://openalex.org/C2908906697","wikidata":"https://www.wikidata.org/wiki/Q3603876","display_name":"Dental Abutments","level":3,"score":0.3424000144004822},{"id":"https://openalex.org/C89505385","wikidata":"https://www.wikidata.org/wiki/Q47146","display_name":"User interface","level":2,"score":0.3248000144958496},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.29919999837875366},{"id":"https://openalex.org/C166345560","wikidata":"https://www.wikidata.org/wiki/Q555840","display_name":"Brain implant","level":2,"score":0.2971999943256378},{"id":"https://openalex.org/C83546350","wikidata":"https://www.wikidata.org/wiki/Q1139051","display_name":"Regression","level":2,"score":0.29499998688697815},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.2937999963760376},{"id":"https://openalex.org/C119823426","wikidata":"https://www.wikidata.org/wiki/Q184793","display_name":"Computer Aided Design","level":2,"score":0.2784000039100647},{"id":"https://openalex.org/C2780385302","wikidata":"https://www.wikidata.org/wiki/Q367158","display_name":"Protocol (science)","level":3,"score":0.2671000063419342},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.2653000056743622},{"id":"https://openalex.org/C27753989","wikidata":"https://www.wikidata.org/wiki/Q284885","display_name":"Superposition principle","level":2,"score":0.2603999972343445},{"id":"https://openalex.org/C48921125","wikidata":"https://www.wikidata.org/wiki/Q10861030","display_name":"Linear regression","level":2,"score":0.2540000081062317},{"id":"https://openalex.org/C199639397","wikidata":"https://www.wikidata.org/wiki/Q1788588","display_name":"Engineering drawing","level":1,"score":0.2513999938964844}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.48550/arxiv.2604.09047","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2604.09047","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":"article"}],"best_oa_location":{"id":"doi:10.48550/arxiv.2604.09047","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2604.09047","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":"article"},"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":{"Dental":[0],"implant":[1,12,79,83,105,147,186],"abutments":[2],"serve":[3],"as":[4],"the":[5,11,15,112],"geometric":[6],"and":[7,14,26,54,82,107],"biomechanical":[8],"interface":[9],"between":[10],"fixture":[13],"prosthetic":[16],"crown,":[17],"yet":[18],"their":[19],"design":[20,119,163],"relies":[21],"heavily":[22],"on":[23,159],"manual":[24,47],"effort":[25],"is":[27],"time-consuming.":[28],"Although":[29],"deep":[30],"neural":[31],"networks":[32],"have":[33],"been":[34],"proposed":[35],"to":[36,102,111,135,150,172],"assist":[37],"dentists":[38],"in":[39,57,176],"designing":[40],"abutments,":[41],"most":[42],"existing":[43,173],"approaches":[44],"remain":[45],"largely":[46],"or":[48],"semi-automated,":[49],"requiring":[50],"substantial":[51],"clinician":[52],"intervention":[53],"lacking":[55],"scalability":[56],"multi-abutment":[58,74,114,177],"scenarios.":[59],"To":[60],"address":[61],"these":[62],"limitations,":[63],"we":[64,94],"propose":[65],"TEMAD,":[66],"a":[67,90,120,141,160],"fully":[68,183],"automated,":[69],"text-conditioned":[70],"multi-expert":[71],"architecture":[72],"for":[73,182],"design.":[75],"This":[76],"framework":[77],"integrates":[78],"site":[80],"localization":[81],"system,":[84],"compatible":[85],"abutment":[86,162],"parameter":[87],"regression":[88,115],"into":[89],"unified":[91],"pipeline.":[92],"Specifically,":[93],"introduce":[95],"an":[96],"Implant":[97],"Site":[98],"Identification":[99],"Network":[100],"(ISIN)":[101],"automatically":[103],"localize":[104],"sites":[106],"provide":[108],"this":[109],"information":[110],"subsequent":[113],"network.":[116],"We":[117],"further":[118],"Tooth-Conditioned":[121],"Feature-wise":[122],"Linear":[123],"Modulation":[124],"(TC-FiLM)":[125],"module,":[126],"which":[127],"adaptively":[128],"calibrates":[129],"mesh":[130],"representations":[131],"using":[132],"tooth":[133],"embeddings":[134],"enable":[136],"position-specific":[137],"feature":[138],"modulation.":[139],"Additionally,":[140],"System-Prompted":[142],"Mixture-of-Experts":[143],"(SPMoE)":[144],"mechanism":[145],"leverages":[146],"system":[148],"prompts":[149],"guide":[151],"expert":[152],"selection,":[153],"ensuring":[154],"system-aware":[155],"regression.":[156],"Extensive":[157],"experiments":[158],"large-scale":[161],"dataset":[164],"show":[165],"that":[166],"TEMAD":[167],"achieves":[168],"state-of-the-art":[169],"performance":[170],"compared":[171],"methods,":[174],"particularly":[175],"settings,":[178],"validating":[179],"its":[180],"effectiveness":[181],"automated":[184],"dental":[185],"planning.":[187]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2026-04-14T00:00:00"}