{"id":"https://openalex.org/W6945705558","doi":"https://doi.org/10.25781/kaust-4358q","title":"Interpretation, Verification and Privacy Techniques for Improving the Trustworthiness of Neural Networks","display_name":"Interpretation, Verification and Privacy Techniques for Improving the Trustworthiness of Neural Networks","publication_year":2023,"publication_date":"2023-01-01","ids":{"openalex":"https://openalex.org/W6945705558","doi":"https://doi.org/10.25781/kaust-4358q"},"language":"en","primary_location":{"id":"pmh:oai:repository.kaust.edu.sa:10754/690580","is_oa":false,"landing_page_url":"http://hdl.handle.net/10754/690580","pdf_url":null,"source":{"id":"https://openalex.org/S4306401596","display_name":"King Abdullah University of Science and Technology Repository (King Abdullah University of Science and Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I71920554","host_organization_name":"King Abdullah University of Science and Technology","host_organization_lineage":["https://openalex.org/I71920554"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Dissertation"},"type":"dissertation","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.25781/kaust-4358q","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Dethise, Arnaud","orcid":"https://orcid.org/0000-0002-4606-0178"},"institutions":[{"id":"https://openalex.org/I71920554","display_name":"King Abdullah University of Science and Technology","ror":"https://ror.org/01q3tbs38","country_code":"SA","type":"education","lineage":["https://openalex.org/I71920554"]}],"countries":["SA"],"is_corresponding":true,"raw_author_name":"Dethise, Arnaud","raw_affiliation_strings":["King Abdullah University of Science and Technology (KAUST), Thuwal, Saudi Arabia"],"raw_orcid":"https://orcid.org/0000-0002-4606-0178","affiliations":[{"raw_affiliation_string":"King Abdullah University of Science and Technology (KAUST), Thuwal, Saudi Arabia","institution_ids":["https://openalex.org/I71920554"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I71920554"],"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":true,"primary_topic":{"id":"https://openalex.org/T10015","display_name":"Genomics and Phylogenetic Studies","score":0.11249999701976776,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T10015","display_name":"Genomics and Phylogenetic Studies","score":0.11249999701976776,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10895","display_name":"Species Distribution and Climate Change","score":0.045499999076128006,"subfield":{"id":"https://openalex.org/subfields/2302","display_name":"Ecological Modeling"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10627","display_name":"Advanced Image and Video Retrieval Techniques","score":0.04179999977350235,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5473999977111816},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.3375999927520752},{"id":"https://openalex.org/keywords/matching","display_name":"Matching (statistics)","score":0.32089999318122864},{"id":"https://openalex.org/keywords/term","display_name":"Term (time)","score":0.2840999960899353},{"id":"https://openalex.org/keywords/frame","display_name":"Frame (networking)","score":0.2818000018596649},{"id":"https://openalex.org/keywords/noise","display_name":"Noise (video)","score":0.28040000796318054}],"concepts":[{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5473999977111816},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.42329999804496765},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.3375999927520752},{"id":"https://openalex.org/C165064840","wikidata":"https://www.wikidata.org/wiki/Q1321061","display_name":"Matching (statistics)","level":2,"score":0.32089999318122864},{"id":"https://openalex.org/C61797465","wikidata":"https://www.wikidata.org/wiki/Q1188986","display_name":"Term (time)","level":2,"score":0.2840999960899353},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.2824000120162964},{"id":"https://openalex.org/C126042441","wikidata":"https://www.wikidata.org/wiki/Q1324888","display_name":"Frame (networking)","level":2,"score":0.2818000018596649},{"id":"https://openalex.org/C99498987","wikidata":"https://www.wikidata.org/wiki/Q2210247","display_name":"Noise (video)","level":3,"score":0.28040000796318054},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.2671999931335449},{"id":"https://openalex.org/C144251240","wikidata":"https://www.wikidata.org/wiki/Q7068229","display_name":"Nucleofection","level":4,"score":0.25839999318122864},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.2551000118255615},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.2524999976158142},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.25119999051094055},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.25040000677108765}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:oai:repository.kaust.edu.sa:10754/690580","is_oa":false,"landing_page_url":"http://hdl.handle.net/10754/690580","pdf_url":null,"source":{"id":"https://openalex.org/S4306401596","display_name":"King Abdullah University of Science and Technology Repository (King Abdullah University of Science and Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I71920554","host_organization_name":"King Abdullah University of Science and Technology","host_organization_lineage":["https://openalex.org/I71920554"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Dissertation"},{"id":"doi:10.25781/kaust-4358q","is_oa":true,"landing_page_url":"https://doi.org/10.25781/kaust-4358q","pdf_url":null,"source":{"id":"https://openalex.org/S4306401596","display_name":"King Abdullah University of Science and Technology Repository (King Abdullah University of Science and Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I71920554","host_organization_name":"King Abdullah University of Science and Technology","host_organization_lineage":["https://openalex.org/I71920554"],"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":"Dissertation"}],"best_oa_location":{"id":"doi:10.25781/kaust-4358q","is_oa":true,"landing_page_url":"https://doi.org/10.25781/kaust-4358q","pdf_url":null,"source":{"id":"https://openalex.org/S4306401596","display_name":"King Abdullah University of Science and Technology Repository (King Abdullah University of Science and Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I71920554","host_organization_name":"King Abdullah University of Science and Technology","host_organization_lineage":["https://openalex.org/I71920554"],"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":"Dissertation"},"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":{"Neural":[0,31,66,102,113,119,189,235,259,312,341],"Networks":[1,67,120,342],"are":[2,166,273],"powerful":[3],"tools":[4],"used":[5,121],"in":[6,30,187,303,348],"Machine":[7],"Learning":[8],"to":[9,39,76,82,97,122,133,144,169,200,209,227,251,321,345],"solve":[10],"complex":[11],"problems":[12],"across":[13],"many":[14,124],"domains,":[15],"including":[16],"biological":[17],"classification,":[18],"self-driving":[19],"cars,":[20],"and":[21,141,146,197,213,237,280,293,318,324],"automated":[22],"management":[23],"of":[24,101,118,137,150,179,194,215,222,233,240,255,328,336],"distributed":[25],"systems.":[26],"However,":[27],"practitioners'":[28],"trust":[29],"Network":[32,103,236,260],"models":[33],"is":[34,68],"limited":[35],"by":[36,218,261,289],"their":[37,44,69,315],"inability":[38],"answer":[40],"important":[41],"questions":[42],"about":[43,311],"behavior,":[45],"such":[46],"as":[47],"whether":[48],"they":[49,55],"will":[50],"perform":[51],"correctly":[52],"or":[53,81],"if":[54],"can":[56,162,185],"be":[57,346],"entrusted":[58],"with":[59,65,202],"private":[60],"data.":[61],"One":[62],"major":[63],"issue":[64],"\"black-box\"":[70],"nature,":[71,317],"which":[72],"makes":[73],"it":[74,263],"challenging":[75],"inspect":[77],"the":[78,84,99,135,148,151,159,173,180,192,198,211,216,220,230,234,247,253,277,284,297,326,334],"trained":[79,138,188,203],"parameters":[80],"understand":[83,147],"learned":[85],"function.":[86],"To":[87],"address":[88],"this":[89,91,304],"issue,":[90],"thesis":[92,128,181,285,305],"proposes":[93],"several":[94,130],"new":[95],"ways":[96],"increase":[98],"trustworthiness":[100,335],"models.":[104,152,204],"The":[105,127,153,176,205,243,300],"first":[106,177],"approach":[107,155],"focuses":[108],"specifically":[109],"on":[110,276],"Piecewise":[111,257],"Linear":[112,225,248,258],"Networks,":[114,190,313],"a":[115,256],"popular":[116],"flavor":[117],"tackle":[123],"practical":[125],"problems.":[126],"explores":[129],"different":[131],"techniques":[132,301,339],"extract":[134],"weights":[136],"networks":[139],"efficiently":[140,228],"use":[142],"them":[143],"verify":[145,210,238],"behavior":[149,254],"second":[154,206],"shows":[156],"how":[157],"strengthening":[158],"training":[160,298],"algorithms":[161],"provide":[163,306],"guarantees":[164,310],"that":[165,184,272],"theoretically":[167,308],"proven":[168],"hold":[170],"even":[171],"for":[172],"black-box":[174,316],"model.":[175],"part":[178,207,245],"identifies":[182],"errors":[183],"exist":[186],"highlighting":[191],"importance":[193],"domain":[195,330],"knowledge":[196],"pitfalls":[199],"avoid":[201],"aims":[208],"outputs":[212],"decisions":[214],"model":[217,270],"adapting":[219],"technique":[221,250],"Mixed":[223],"Integer":[224],"Programming":[226,249],"explore":[229],"possible":[231],"states":[232],"properties":[239],"its":[241,266],"outputs.":[242],"third":[244],"extends":[246],"explain":[252],"breaking":[262],"down":[264],"into":[265],"linear":[267],"components,":[268],"generating":[269],"explanations":[271],"both":[274],"continuous":[275],"input":[278],"features":[279],"without":[281],"approximations.":[282],"Finally,":[283],"addresses":[286],"privacy":[287,327],"concerns":[288],"using":[290],"Trusted":[291],"Execution":[292],"Differential":[294],"Privacy":[295],"during":[296],"process.":[299],"proposed":[302],"strong,":[307],"provable":[309],"despite":[314],"enable":[319],"practitioners":[320],"verify,":[322],"extend,":[323],"protect":[325],"expert":[329],"knowledge.":[331],"By":[332],"improving":[333],"models,":[337],"these":[338],"make":[340],"more":[343],"likely":[344],"deployed":[347],"real-world":[349],"applications.":[350]},"counts_by_year":[],"updated_date":"2026-08-14T07:06:38.338062","created_date":"2025-10-10T00:00:00"}
