{"id":"https://openalex.org/W7165019504","doi":"https://doi.org/10.48550/arxiv.2606.17122","title":"TrustErase: Auditable Instant Machine Unlearning with Passport-Embedded Representations","display_name":"TrustErase: Auditable Instant Machine Unlearning with Passport-Embedded Representations","publication_year":2026,"publication_date":"2026-06-15","ids":{"openalex":"https://openalex.org/W7165019504","doi":"https://doi.org/10.48550/arxiv.2606.17122"},"language":null,"primary_location":{"id":"doi:10.48550/arxiv.2606.17122","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2606.17122","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":"Preprint"},"type":"preprint","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.48550/arxiv.2606.17122","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5110843786","display_name":"Rutger Hendrix","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Hendrix, Rutger","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042723782","display_name":"Leonardo G. Russo","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Russo, Leonardo G.","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075815307","display_name":"Concetto Spampinato","orcid":"https://orcid.org/0000-0001-6653-2577"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Spampinato, Concetto","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003973109","display_name":"Matteo Pennisi","orcid":"https://orcid.org/0000-0002-6721-4383"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Pennisi, Matteo","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5083136342","display_name":"Giovanni Bellitto","orcid":"https://orcid.org/0000-0002-1333-8348"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Bellitto, Giovanni","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"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/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.8946999907493591,"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":0.8946999907493591,"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/T12122","display_name":"Physical Unclonable Functions (PUFs) and Hardware Security","score":0.03269999846816063,"subfield":{"id":"https://openalex.org/subfields/1708","display_name":"Hardware and Architecture"},"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/T11424","display_name":"Security and Verification in Computing","score":0.027799999341368675,"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/simple","display_name":"Simple (philosophy)","score":0.5151000022888184},{"id":"https://openalex.org/keywords/adaptation","display_name":"Adaptation (eye)","score":0.5059000253677368},{"id":"https://openalex.org/keywords/cryptography","display_name":"Cryptography","score":0.4684999883174896},{"id":"https://openalex.org/keywords/decomposition","display_name":"Decomposition","score":0.3968999981880188},{"id":"https://openalex.org/keywords/face","display_name":"Face (sociological concept)","score":0.37040001153945923},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.3675999939441681},{"id":"https://openalex.org/keywords/instant","display_name":"Instant","score":0.362199991941452}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7792999744415283},{"id":"https://openalex.org/C2780586882","wikidata":"https://www.wikidata.org/wiki/Q7520643","display_name":"Simple (philosophy)","level":2,"score":0.5151000022888184},{"id":"https://openalex.org/C139807058","wikidata":"https://www.wikidata.org/wiki/Q352374","display_name":"Adaptation (eye)","level":2,"score":0.5059000253677368},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4934999942779541},{"id":"https://openalex.org/C178489894","wikidata":"https://www.wikidata.org/wiki/Q8789","display_name":"Cryptography","level":2,"score":0.4684999883174896},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.4002000093460083},{"id":"https://openalex.org/C124681953","wikidata":"https://www.wikidata.org/wiki/Q339062","display_name":"Decomposition","level":2,"score":0.3968999981880188},{"id":"https://openalex.org/C2779304628","wikidata":"https://www.wikidata.org/wiki/Q3503480","display_name":"Face (sociological concept)","level":2,"score":0.37040001153945923},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.3675999939441681},{"id":"https://openalex.org/C2779432360","wikidata":"https://www.wikidata.org/wiki/Q16963779","display_name":"Instant","level":2,"score":0.362199991941452},{"id":"https://openalex.org/C100980136","wikidata":"https://www.wikidata.org/wiki/Q4668956","display_name":"Malleability","level":4,"score":0.3179999887943268},{"id":"https://openalex.org/C62354387","wikidata":"https://www.wikidata.org/wiki/Q875399","display_name":"Boundary (topology)","level":2,"score":0.3131999969482422},{"id":"https://openalex.org/C2776291640","wikidata":"https://www.wikidata.org/wiki/Q2912517","display_name":"Value (mathematics)","level":2,"score":0.3098999857902527},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.29260000586509705},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.2809000015258789},{"id":"https://openalex.org/C2778712577","wikidata":"https://www.wikidata.org/wiki/Q3505966","display_name":"Retraining","level":2,"score":0.27889999747276306},{"id":"https://openalex.org/C2778112365","wikidata":"https://www.wikidata.org/wiki/Q3511065","display_name":"Sequence (biology)","level":2,"score":0.2671999931335449},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.26499998569488525},{"id":"https://openalex.org/C154556556","wikidata":"https://www.wikidata.org/wiki/Q192969","display_name":"Computer multitasking","level":2,"score":0.26010000705718994},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.2547999918460846}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.48550/arxiv.2606.17122","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2606.17122","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":"Preprint"}],"best_oa_location":{"id":"doi:10.48550/arxiv.2606.17122","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2606.17122","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":"Preprint"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/16","display_name":"Peace, Justice and strong institutions","score":0.7803247570991516}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"The":[0],"demand":[1],"for":[2,9,34,124],"privacy-compliant":[3],"AI":[4,130],"has":[5],"amplified":[6],"the":[7,52,68],"need":[8],"machine":[10],"unlearning;":[11],"yet,":[12],"existing":[13],"retraining":[14],"or":[15,57,65,100],"distillation-based":[16],"methods":[17],"remain":[18,85],"unverifiable":[19],"and":[20,37,87,94,108,127],"computationally":[21],"costly.":[22],"We":[23],"introduce":[24],"TrustErase,":[25],"a":[26,114,121],"verifiable,":[27],"data-free":[28,116],"unlearning":[29,83],"framework":[30],"leveraging":[31],"passport-embedded":[32],"representations":[33],"instant,":[35],"modular,":[36],"auditable":[38],"forgetting.":[39],"By":[40],"treating":[41],"passports":[42,77],"as":[43,105],"cryptographic":[44],"keys":[45],"within":[46,78],"parameter-efficient":[47],"adaptation":[48],"layers,":[49],"TrustErase":[50,98,119],"enables":[51],"removal":[53],"of":[54],"specific":[55],"classes":[56],"datasets":[58],"through":[59],"simple":[60],"deactivation,":[61],"without":[62],"retraining,":[63],"fine-tuning,":[64],"access":[66],"to":[67],"original":[69],"data.":[70],"A":[71],"singular":[72],"value":[73],"based":[74],"decomposition":[75],"conceals":[76],"model":[79],"weights,":[80],"ensuring":[81],"that":[82,97],"actions":[84],"transparent":[86],"provably":[88],"compliant.":[89],"Evaluations":[90],"on":[91],"MNIST,":[92],"CIFAR10":[93],"CIFAR100":[95],"show":[96],"matches":[99],"exceeds":[101],"state-of-the-art":[102],"benchmarks":[103],"such":[104],"DELETE,":[106],"L2UL,":[107],"Boundary":[109],"Shrink,":[110],"while":[111],"operating":[112],"in":[113],"strictly":[115],"regime.":[117],"Ultimately,":[118],"establishes":[120],"new":[122],"paradigm":[123],"trustworthy,":[125],"accountable,":[126],"instantly":[128],"forgettable":[129],"systems.":[131]},"counts_by_year":[],"updated_date":"2026-07-01T06:00:48.157686","created_date":"2026-06-18T00:00:00"}