{"id":"https://openalex.org/W2942804898","doi":"https://doi.org/10.1109/iscas.2019.8702431","title":"PUFNet: A Deep Neural Network Based Modeling Attack for Physically Unclonable Function","display_name":"PUFNet: A Deep Neural Network Based Modeling Attack for Physically Unclonable Function","publication_year":2019,"publication_date":"2019-05-01","ids":{"openalex":"https://openalex.org/W2942804898","doi":"https://doi.org/10.1109/iscas.2019.8702431","mag":"2942804898"},"language":"en","primary_location":{"id":"doi:10.1109/iscas.2019.8702431","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iscas.2019.8702431","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE International Symposium on Circuits and Systems (ISCAS)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5001875763","display_name":"Hiromitsu Awano","orcid":"https://orcid.org/0000-0001-9288-471X"},"institutions":[{"id":"https://openalex.org/I98285908","display_name":"The University of Osaka","ror":"https://ror.org/035t8zc32","country_code":"JP","type":"education","lineage":["https://openalex.org/I98285908"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Hiromitsu Awano","raw_affiliation_strings":["Graduate School of Information Science and Technology, Osaka University, Osaka, Japan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Graduate School of Information Science and Technology, Osaka University, Osaka, Japan","institution_ids":["https://openalex.org/I98285908"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113769553","display_name":"Tomoki Iizuka","orcid":null},"institutions":[{"id":"https://openalex.org/I74801974","display_name":"The University of Tokyo","ror":"https://ror.org/057zh3y96","country_code":"JP","type":"education","lineage":["https://openalex.org/I74801974"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Tomoki Iizuka","raw_affiliation_strings":["School of Engineering, The University of Tokyo, Tokyo, Japan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Engineering, The University of Tokyo, Tokyo, Japan","institution_ids":["https://openalex.org/I74801974"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5102900006","display_name":"Makoto Ikeda","orcid":"https://orcid.org/0000-0002-6644-4224"},"institutions":[{"id":"https://openalex.org/I74801974","display_name":"The University of Tokyo","ror":"https://ror.org/057zh3y96","country_code":"JP","type":"education","lineage":["https://openalex.org/I74801974"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Makoto Ikeda","raw_affiliation_strings":["School of Engineering, The University of Tokyo, Tokyo, Japan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Engineering, The University of Tokyo, Tokyo, Japan","institution_ids":["https://openalex.org/I74801974"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":3.7021,"has_fulltext":false,"cited_by_count":20,"citation_normalized_percentile":{"value":0.93492023,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"4"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12122","display_name":"Physical Unclonable Functions (PUFs) and Hardware Security","score":1.0,"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"}},"topics":[{"id":"https://openalex.org/T12122","display_name":"Physical Unclonable Functions (PUFs) and Hardware Security","score":1.0,"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/T14117","display_name":"Integrated Circuits and Semiconductor Failure Analysis","score":0.9979000091552734,"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/T11601","display_name":"Neuroscience and Neural Engineering","score":0.9902999997138977,"subfield":{"id":"https://openalex.org/subfields/2804","display_name":"Cellular and Molecular Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/physical-unclonable-function","display_name":"Physical unclonable function","score":0.9463357925415039},{"id":"https://openalex.org/keywords/arbiter","display_name":"Arbiter","score":0.865519642829895},{"id":"https://openalex.org/keywords/initialization","display_name":"Initialization","score":0.8085560202598572},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7071288824081421},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.7039204835891724},{"id":"https://openalex.org/keywords/activation-function","display_name":"Activation function","score":0.6905250549316406},{"id":"https://openalex.org/keywords/authentication","display_name":"Authentication (law)","score":0.6820606589317322},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6809828281402588},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5579544305801392},{"id":"https://openalex.org/keywords/function","display_name":"Function (biology)","score":0.5254123210906982},{"id":"https://openalex.org/keywords/deep-neural-networks","display_name":"Deep neural networks","score":0.4237479269504547},{"id":"https://openalex.org/keywords/computer-hardware","display_name":"Computer hardware","score":0.19672492146492004},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.1557999849319458}],"concepts":[{"id":"https://openalex.org/C8643368","wikidata":"https://www.wikidata.org/wiki/Q4046262","display_name":"Physical unclonable function","level":3,"score":0.9463357925415039},{"id":"https://openalex.org/C2779971761","wikidata":"https://www.wikidata.org/wiki/Q629872","display_name":"Arbiter","level":2,"score":0.865519642829895},{"id":"https://openalex.org/C114466953","wikidata":"https://www.wikidata.org/wiki/Q6034165","display_name":"Initialization","level":2,"score":0.8085560202598572},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7071288824081421},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.7039204835891724},{"id":"https://openalex.org/C38365724","wikidata":"https://www.wikidata.org/wiki/Q4677469","display_name":"Activation function","level":3,"score":0.6905250549316406},{"id":"https://openalex.org/C148417208","wikidata":"https://www.wikidata.org/wiki/Q4825882","display_name":"Authentication (law)","level":2,"score":0.6820606589317322},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6809828281402588},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5579544305801392},{"id":"https://openalex.org/C14036430","wikidata":"https://www.wikidata.org/wiki/Q3736076","display_name":"Function (biology)","level":2,"score":0.5254123210906982},{"id":"https://openalex.org/C2984842247","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep neural networks","level":3,"score":0.4237479269504547},{"id":"https://openalex.org/C9390403","wikidata":"https://www.wikidata.org/wiki/Q3966","display_name":"Computer hardware","level":1,"score":0.19672492146492004},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.1557999849319458},{"id":"https://openalex.org/C78458016","wikidata":"https://www.wikidata.org/wiki/Q840400","display_name":"Evolutionary biology","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","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}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iscas.2019.8702431","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iscas.2019.8702431","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE International Symposium on Circuits and Systems (ISCAS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":9,"referenced_works":["https://openalex.org/W1533861849","https://openalex.org/W1765098860","https://openalex.org/W1989091271","https://openalex.org/W2063443456","https://openalex.org/W2080284304","https://openalex.org/W2116766520","https://openalex.org/W6631943919","https://openalex.org/W6670797977","https://openalex.org/W6680142545"],"related_works":["https://openalex.org/W4375857400","https://openalex.org/W4288102672","https://openalex.org/W4386278306","https://openalex.org/W4386215421","https://openalex.org/W2789961440","https://openalex.org/W2793303626","https://openalex.org/W2582407527","https://openalex.org/W4392606204","https://openalex.org/W2905275340","https://openalex.org/W3043307929"],"abstract_inverted_index":{"A":[0],"deep":[1,32],"neural":[2],"network":[3],"named":[4],"PUFNet":[5,44],"is":[6,61],"proposed,":[7],"which":[8,60],"reveals":[9],"the":[10,47,65,83],"unreported":[11],"threats":[12],"to":[13,53],"device":[14],"authentication":[15,76],"systems":[16],"based":[17],"on":[18],"physically":[19],"unclonable":[20],"functions":[21],"(PUFs).":[22],"We":[23],"demonstrates":[24],"that,":[25],"by":[26],"employing":[27],"novel":[28],"techniques":[29],"developed":[30],"in":[31],"learning":[33,87],"community,":[34],"such":[35],"as":[36],"ReLU":[37],"activation":[38],"function":[39],"and":[40],"Xavier":[41],"initialization":[42],"technique,":[43],"successfully":[45],"predicts":[46],"responses":[48],"of":[49,58],"double-arbiter":[50],"PUF":[51],"(DAPUF)":[52],"unseen":[54],"challenges":[55],"with":[56],"probability":[57],"88.4%,":[59],"21.1%":[62],"higher":[63],"than":[64],"conventional":[66],"method.":[67],"Those":[68],"results":[69],"highlight":[70],"an":[71],"important":[72],"fact":[73],"that":[74],"PUF-based":[75],"schemes":[77],"should":[78],"be":[79],"carefully":[80],"designed":[81],"considering":[82],"rapid":[84],"evolving":[85],"machine":[86],"technology.":[88]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":4},{"year":2021,"cited_by_count":6},{"year":2020,"cited_by_count":5}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}