{"id":"https://openalex.org/W4225128042","doi":"https://doi.org/10.1145/3527319","title":"Proof transfer for fast certification of multiple approximate neural networks","display_name":"Proof transfer for fast certification of multiple approximate neural networks","publication_year":2022,"publication_date":"2022-04-29","ids":{"openalex":"https://openalex.org/W4225128042","doi":"https://doi.org/10.1145/3527319"},"language":"en","primary_location":{"id":"doi:10.1145/3527319","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3527319","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3527319","source":{"id":"https://openalex.org/S4210216081","display_name":"Proceedings of the ACM on Programming Languages","issn_l":"2475-1421","issn":["2475-1421"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM on Programming Languages","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3527319","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5007030439","display_name":"Shubham Ugare","orcid":"https://orcid.org/0000-0002-9088-887X"},"institutions":[{"id":"https://openalex.org/I157725225","display_name":"University of Illinois Urbana-Champaign","ror":"https://ror.org/047426m28","country_code":"US","type":"education","lineage":["https://openalex.org/I157725225"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Shubham Ugare","raw_affiliation_strings":["University of Illinois at Urbana-Champaign, USA"],"raw_orcid":"https://orcid.org/0000-0002-9088-887X","affiliations":[{"raw_affiliation_string":"University of Illinois at Urbana-Champaign, USA","institution_ids":["https://openalex.org/I157725225"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100760604","display_name":"Gagandeep Singh","orcid":"https://orcid.org/0000-0002-9299-2961"},"institutions":[{"id":"https://openalex.org/I157725225","display_name":"University of Illinois Urbana-Champaign","ror":"https://ror.org/047426m28","country_code":"US","type":"education","lineage":["https://openalex.org/I157725225"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Gagandeep Singh","raw_affiliation_strings":["University of Illinois at Urbana-Champaign, USA / VMware Research, USA"],"raw_orcid":"https://orcid.org/0000-0002-9299-2961","affiliations":[{"raw_affiliation_string":"University of Illinois at Urbana-Champaign, USA / VMware Research, USA","institution_ids":["https://openalex.org/I157725225"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5057462458","display_name":"Sa\u0161a Misailov\u00edc","orcid":"https://orcid.org/0000-0001-7319-8845"},"institutions":[{"id":"https://openalex.org/I157725225","display_name":"University of Illinois Urbana-Champaign","ror":"https://ror.org/047426m28","country_code":"US","type":"education","lineage":["https://openalex.org/I157725225"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sasa Misailovic","raw_affiliation_strings":["University of Illinois at Urbana-Champaign, USA"],"raw_orcid":"https://orcid.org/0000-0001-7319-8845","affiliations":[{"raw_affiliation_string":"University of Illinois at Urbana-Champaign, USA","institution_ids":["https://openalex.org/I157725225"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.6648,"has_fulltext":true,"cited_by_count":12,"citation_normalized_percentile":{"value":0.86120638,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"6","issue":"OOPSLA1","first_page":"1","last_page":"29"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11689","display_name":"Adversarial Robustness in Machine Learning","score":1.0,"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/T11689","display_name":"Adversarial Robustness in Machine Learning","score":1.0,"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/T10036","display_name":"Advanced Neural Network Applications","score":0.9957000017166138,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.9714999794960022,"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/computer-science","display_name":"Computer science","score":0.8122726678848267},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.7662432193756104},{"id":"https://openalex.org/keywords/mathematical-proof","display_name":"Mathematical proof","score":0.5330266952514648},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5093923211097717},{"id":"https://openalex.org/keywords/template","display_name":"Template","score":0.47035932540893555},{"id":"https://openalex.org/keywords/quantization","display_name":"Quantization (signal processing)","score":0.4587990641593933},{"id":"https://openalex.org/keywords/security-token","display_name":"Security token","score":0.4547639489173889},{"id":"https://openalex.org/keywords/reuse","display_name":"Reuse","score":0.4505482316017151},{"id":"https://openalex.org/keywords/computer-engineering","display_name":"Computer engineering","score":0.4489346444606781},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.34098735451698303},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.32888972759246826},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.29048866033554077},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.11403682827949524},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.10769975185394287},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.10392487049102783}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8122726678848267},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.7662432193756104},{"id":"https://openalex.org/C108710211","wikidata":"https://www.wikidata.org/wiki/Q11538","display_name":"Mathematical proof","level":2,"score":0.5330266952514648},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5093923211097717},{"id":"https://openalex.org/C82714645","wikidata":"https://www.wikidata.org/wiki/Q438331","display_name":"Template","level":2,"score":0.47035932540893555},{"id":"https://openalex.org/C28855332","wikidata":"https://www.wikidata.org/wiki/Q198099","display_name":"Quantization (signal processing)","level":2,"score":0.4587990641593933},{"id":"https://openalex.org/C48145219","wikidata":"https://www.wikidata.org/wiki/Q1335365","display_name":"Security token","level":2,"score":0.4547639489173889},{"id":"https://openalex.org/C206588197","wikidata":"https://www.wikidata.org/wiki/Q846574","display_name":"Reuse","level":2,"score":0.4505482316017151},{"id":"https://openalex.org/C113775141","wikidata":"https://www.wikidata.org/wiki/Q428691","display_name":"Computer engineering","level":1,"score":0.4489346444606781},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.34098735451698303},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.32888972759246826},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.29048866033554077},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.11403682827949524},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.10769975185394287},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.10392487049102783},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3527319","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3527319","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3527319","source":{"id":"https://openalex.org/S4210216081","display_name":"Proceedings of the ACM on Programming Languages","issn_l":"2475-1421","issn":["2475-1421"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM on Programming Languages","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1145/3527319","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3527319","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3527319","source":{"id":"https://openalex.org/S4210216081","display_name":"Proceedings of the ACM on Programming Languages","issn_l":"2475-1421","issn":["2475-1421"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM on Programming Languages","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/7","score":0.9100000262260437,"display_name":"Affordable and clean energy"}],"awards":[{"id":"https://openalex.org/G1066673468","display_name":null,"funder_award_id":"NIFA-2024827","funder_id":"https://openalex.org/F4320332299","funder_display_name":"National Institute of Food and Agriculture"},{"id":"https://openalex.org/G1484150392","display_name":null,"funder_award_id":"NIFA-2024827","funder_id":"https://openalex.org/F4320306115","funder_display_name":"United States Agency for International Development"},{"id":"https://openalex.org/G4877570348","display_name":null,"funder_award_id":"CCF1846354, CCF-1956374, CCF-2008883","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G5424080655","display_name":"SHF: Small: Probabilistic Programming and Statistical Verification for Safe Autonomy","funder_award_id":"2008883","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G6806806987","display_name":null,"funder_award_id":"CCF-2008883","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"},{"id":"https://openalex.org/F4320306114","display_name":"U.S. Department of Agriculture","ror":"https://ror.org/01na82s61"},{"id":"https://openalex.org/F4320306115","display_name":"United States Agency for International Development","ror":"https://ror.org/01n6e6j62"},{"id":"https://openalex.org/F4320332299","display_name":"National Institute of Food and Agriculture","ror":"https://ror.org/05qx3fv49"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4225128042.pdf","grobid_xml":"https://content.openalex.org/works/W4225128042.grobid-xml"},"referenced_works_count":13,"referenced_works":["https://openalex.org/W1583837637","https://openalex.org/W2137687977","https://openalex.org/W2559655401","https://openalex.org/W2616028256","https://openalex.org/W2901816197","https://openalex.org/W2936674544","https://openalex.org/W2963054787","https://openalex.org/W3005807947","https://openalex.org/W3105155462","https://openalex.org/W3125577182","https://openalex.org/W4206554519","https://openalex.org/W4236606190","https://openalex.org/W4296423445"],"related_works":["https://openalex.org/W2375389409","https://openalex.org/W2158619166","https://openalex.org/W1853785581","https://openalex.org/W2036831172","https://openalex.org/W2488051804","https://openalex.org/W1985412924","https://openalex.org/W2254080459","https://openalex.org/W2166860685","https://openalex.org/W2075210847","https://openalex.org/W4385654402"],"abstract_inverted_index":{"Developers":[0],"of":[1,45,51,102,148,157,166,187,203,211],"machine":[2],"learning":[3],"applications":[4],"often":[5],"apply":[6],"post-training":[7],"neural":[8,19,46],"network":[9,20,69,83,97,124,160],"optimizations,":[10],"such":[11,219,237],"as":[12,220,238],"quantization":[13,221],"and":[14,25,33,86,99,125,178,190,222,226,229,245],"pruning,":[15],"that":[16,57,91,162,181,250],"approximate":[17,96,128,188],"a":[18,36,48,122,146,184,197,208],"to":[21,61,107,169,183,263],"speed":[22,254],"up":[23,255,262],"inference":[24],"reduce":[26,191],"energy":[27],"consumption,":[28],"while":[29],"maintaining":[30],"high":[31],"accuracy":[32],"robustness.":[34],"Despite":[35],"recent":[37],"surge":[38],"in":[39,88],"techniques":[40,218],"for":[41,80,118,176],"the":[42,58,68,100,104,114,136,141,158,164,167,192,201],"robustness":[43,101,232],"verification":[44,59,77,193,256],"networks,":[47],"major":[49],"limitation":[50],"almost":[52],"all":[53,103],"state-of-the-art":[54,258],"approaches":[55],"is":[56,70,84],"needs":[60,106],"be":[62,108,170],"run":[63],"from":[64,78],"scratch":[65,79],"every":[66,81],"time":[67],"even":[71],"slightly":[72],"modified.":[73],"Running":[74],"precise":[75],"end-to-end":[76],"new":[82],"expensive":[85],"impractical":[87],"many":[89],"scenarios":[90],"use":[92],"or":[93],"compare":[94],"multiple":[95,127],"versions,":[98],"networks":[105,189,212],"verified":[109],"efficiently.":[110],"We":[111,172,195,206],"present":[112,173,196],"FANC,":[113],"first":[115],"general":[116],"technique":[117],"transferring":[119],"proofs":[120,137],"between":[121],"given":[123],"its":[126],"versions":[129],"without":[130],"compromising":[131],"verifier":[132],"precision.":[133],"To":[134],"reuse":[135],"obtained":[138,213],"when":[139],"verifying":[140],"original":[142,159],"network,":[143],"FANC":[144,251],"generates":[145],"set":[147,210],"templates":[149,180],"\u2013":[150,161],"connected":[151],"symbolic":[152],"shapes":[153],"at":[154],"intermediate":[155],"layers":[156],"capture":[163],"proof":[165],"property":[168],"verified.":[171],"novel":[174],"algorithms":[175],"generating":[177],"transforming":[179],"generalize":[182],"broad":[185],"range":[186],"cost.":[194],"comprehensive":[198],"evaluation":[199],"demonstrating":[200],"effectiveness":[202],"our":[204],"approach.":[205],"consider":[207],"diverse":[209],"by":[214,261],"applying":[215],"popular":[216],"approximation":[217],"pruning":[223],"on":[224],"fully-connected":[225],"convolutional":[227],"architectures":[228],"verify":[230],"their":[231],"against":[233],"different":[234],"adversarial":[235,239],"attacks":[236],"patches,":[240],"L":[241],"0":[242],",":[243],"rotation":[244],"brightening.":[246],"Our":[247],"results":[248],"indicate":[249],"can":[252],"significantly":[253],"with":[257],"verifier,":[259],"DeepZ":[260],"4.1x.":[264]},"counts_by_year":[{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":4}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
