{"id":"https://openalex.org/W7166734432","doi":"https://doi.org/10.48550/arxiv.2606.28817","title":"Trust-Calibrated Certified Repair for Physics-Constrained Decisions under Localized Model Misspecification","display_name":"Trust-Calibrated Certified Repair for Physics-Constrained Decisions under Localized Model Misspecification","publication_year":2026,"publication_date":"2026-06-27","ids":{"openalex":"https://openalex.org/W7166734432","doi":"https://doi.org/10.48550/arxiv.2606.28817"},"language":null,"primary_location":{"id":"doi:10.48550/arxiv.2606.28817","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2606.28817","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"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.2606.28817","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5139661902","display_name":"Yifan Wang","orcid":null},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Wang, Yifan","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":["https://openalex.org/A5139661902"],"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/T10454","display_name":"Optimal Power Flow Distribution","score":0.19859999418258667,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10454","display_name":"Optimal Power Flow Distribution","score":0.19859999418258667,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10305","display_name":"Power System Optimization and Stability","score":0.19820000231266022,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10972","display_name":"Power Systems Fault Detection","score":0.13770000636577606,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/constraint","display_name":"Constraint (computer-aided design)","score":0.5557000041007996},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.546999990940094},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.47189998626708984},{"id":"https://openalex.org/keywords/certification","display_name":"Certification","score":0.41519999504089355},{"id":"https://openalex.org/keywords/imperfect","display_name":"Imperfect","score":0.40950000286102295},{"id":"https://openalex.org/keywords/calibration","display_name":"Calibration","score":0.3813000023365021},{"id":"https://openalex.org/keywords/trustworthiness","display_name":"Trustworthiness","score":0.37040001153945923},{"id":"https://openalex.org/keywords/power","display_name":"Power (physics)","score":0.33660000562667847}],"concepts":[{"id":"https://openalex.org/C2776036281","wikidata":"https://www.wikidata.org/wiki/Q48769818","display_name":"Constraint (computer-aided design)","level":2,"score":0.5557000041007996},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.546999990940094},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.525600016117096},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.47189998626708984},{"id":"https://openalex.org/C200601418","wikidata":"https://www.wikidata.org/wiki/Q2193887","display_name":"Reliability engineering","level":1,"score":0.47110000252723694},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.42579999566078186},{"id":"https://openalex.org/C46304622","wikidata":"https://www.wikidata.org/wiki/Q374814","display_name":"Certification","level":2,"score":0.41519999504089355},{"id":"https://openalex.org/C2780310539","wikidata":"https://www.wikidata.org/wiki/Q12547192","display_name":"Imperfect","level":2,"score":0.40950000286102295},{"id":"https://openalex.org/C165838908","wikidata":"https://www.wikidata.org/wiki/Q736777","display_name":"Calibration","level":2,"score":0.3813000023365021},{"id":"https://openalex.org/C153701036","wikidata":"https://www.wikidata.org/wiki/Q659974","display_name":"Trustworthiness","level":2,"score":0.37040001153945923},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.33660000562667847},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.33009999990463257},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.30799999833106995},{"id":"https://openalex.org/C148220186","wikidata":"https://www.wikidata.org/wiki/Q7111912","display_name":"Outcome (game theory)","level":2,"score":0.30329999327659607},{"id":"https://openalex.org/C761482","wikidata":"https://www.wikidata.org/wiki/Q118093","display_name":"Transmission (telecommunications)","level":2,"score":0.30160000920295715},{"id":"https://openalex.org/C2776459999","wikidata":"https://www.wikidata.org/wiki/Q2119376","display_name":"Fidelity","level":2,"score":0.29319998621940613},{"id":"https://openalex.org/C43214815","wikidata":"https://www.wikidata.org/wiki/Q7310987","display_name":"Reliability (semiconductor)","level":3,"score":0.2879999876022339},{"id":"https://openalex.org/C140311924","wikidata":"https://www.wikidata.org/wiki/Q200928","display_name":"Electric power transmission","level":2,"score":0.28119999170303345},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.27709999680519104},{"id":"https://openalex.org/C92018576","wikidata":"https://www.wikidata.org/wiki/Q3242194","display_name":"Power transmission","level":3,"score":0.2705000042915344},{"id":"https://openalex.org/C74172769","wikidata":"https://www.wikidata.org/wiki/Q1446839","display_name":"Routing (electronic design automation)","level":2,"score":0.26600000262260437},{"id":"https://openalex.org/C112972136","wikidata":"https://www.wikidata.org/wiki/Q7595718","display_name":"Stability (learning theory)","level":2,"score":0.2554999887943268},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.2515999972820282},{"id":"https://openalex.org/C184720557","wikidata":"https://www.wikidata.org/wiki/Q7825049","display_name":"Topology (electrical circuits)","level":2,"score":0.2513999938964844},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.25130000710487366}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.48550/arxiv.2606.28817","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2606.28817","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"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.2606.28817","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2606.28817","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"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":{"Feasibility-restoration":[0],"layers":[1],"turn":[2],"learned,":[3],"market-based,":[4],"or":[5,185],"optimizer-generated":[6],"decisions":[7],"into":[8],"actions":[9],"satisfying":[10],"hard":[11],"constraints":[12],"in":[13,83,226],"systems":[14],"such":[15],"as":[16,24,26,59,76],"power":[17],"grids.":[18],"Yet":[19],"a":[20,41,60,120,142,165],"repair":[21,66,75,122],"is":[22,90,230],"only":[23],"trustworthy":[25],"its":[27],"constraint":[28,101,228],"model:":[29],"line":[30],"parameters,":[31],"sensitivities,":[32],"ratings,":[33],"and":[34,67,79,109,124,171,179,199],"topology":[35],"can":[36],"be":[37,103],"locally":[38],"wrong,":[39,91],"so":[40],"decision":[42],"certified":[43,121],"feasible":[44],"under":[45,153,220],"the":[46,51,87,126,204,215,227,231],"nominal":[47],"model":[48,89,136,229],"may":[49],"violate":[50],"deployed":[52],"system.":[53],"We":[54],"identify":[55],"this":[56],"false":[57],"safety":[58],"dominant":[61],"failure":[62],"mode":[63],"of":[64,164],"model-trusting":[65],"propose":[68],"Trust-Calibrated":[69],"Certified":[70],"Repair":[71],"(TCR).":[72],"TCR":[73,156,213],"treats":[74],"trust":[77,225],"calibration":[78],"answers":[80],"four":[81],"questions":[82],"one":[84],"pipeline:":[85],"where":[86],"physical":[88],"discovered":[92],"from":[93],"measurements":[94],"with":[95,172],"false-discovery":[96],"control;":[97],"how":[98],"much":[99],"each":[100],"should":[102],"trusted,":[104],"set":[105],"by":[106,119],"test-gated":[107],"shrinkage":[108],"uncertainty-proportional":[110],"security":[111],"margins;":[112],"what":[113],"least-cost":[114],"intervention":[115],"restores":[116],"feasibility,":[117,160],"computed":[118],"program;":[123],"why":[125],"cost":[127,170,186],"was":[128],"paid,":[129],"attributed":[130],"to":[131,193],"genuine":[132],"congestion":[133],"versus":[134],"avoidable":[135],"error":[137],"through":[138],"dual":[139],"prices.":[140],"On":[141],"physically":[143],"grounded":[144],"dynamic-line-rating":[145],"benchmark":[146],"whose":[147],"true":[148],"ratings":[149],"follow":[150],"IEEE":[151,205],"738":[152],"real":[154],"weather,":[155],"reaches":[157],"98%":[158],"true-network":[159],"within":[161],"two":[162],"points":[163],"clairvoyant":[166],"oracle,":[167],"at":[168],"lower-than-naive":[169],"perfect":[173],"localization.":[174],"Model-trusting":[175],"repair,":[176],"robust":[177],"margins,":[178],"chance-constrained":[180],"tightening":[181],"leave":[182],"substantial":[183],"feasibility":[184],"gaps.":[187],"The":[188],"same":[189],"method":[190],"transfers":[191],"unchanged":[192],"transmission":[194],"redispatch":[195],"over":[196],"PGLib-OPF":[197],"networks":[198],"distribution":[200],"voltage":[201],"regulation":[202],"on":[203],"33-bus":[206],"feeder.":[207],"Across":[208],"all":[209],"three":[210],"task":[211],"families,":[212],"gives":[214],"strongest":[216],"deployable":[217],"feasibility-cost":[218],"frontier":[219],"localized":[221],"physical-model":[222],"misspecification.":[223],"Calibrating":[224],"missing":[232],"ingredient":[233],"for":[234],"reliable":[235],"AI-assisted":[236],"engineering":[237],"decisions.":[238]},"counts_by_year":[],"updated_date":"2026-07-28T07:46:37.118299","created_date":"2026-07-01T00:00:00"}
