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@inproceedings{Morozov2010AnFPGA,
title = {{An analysis of delay based PUF implementations on FPGA}},
year = {2010},
booktitle = {Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)},
author = {Morozov, Sergey and Maiti, Abhranil and Schaumont, Patrick},
pages = {382--387},
volume = {5992 LNCS},
url = {http://link.springer.com/chapter/10.1007/978-3-642-12133-3{\_}37},
isbn = {3642121322},
doi = {10.1007/978-3-642-12133-3{\_}37},
issn = {03029743}
}
@article{Merli2014AttackingExtractors,
title = {{Attacking and Protecting Ring Oscillator Physical Unclonable Functions and Code-Offset Fuzzy Extractors}},
year = {2014},
author = {Merli, Dominik},
url = {http://mediatum2.ub.tum.de/?id=1174021 https://mediatum.ub.tum.de/doc/1174021/1174021.pdf}
}
@article{Xu2014Hybrid,
title = {{Hybrid Side-Channel / Machine-Learning Attacks on PUFs : A New Threat ?}},
year = {2014},
journal = {Design, Automation and Test in Europe Conference and Exhibition (DATE), 2014},
author = {Xu, Xiaolin and Burleson, Wayne},
url = {http://dl.acm.org/citation.cfm?id=2617100},
isbn = {9783981537024},
keywords = {a new threat, computer engineering, department of electrical and, machine-learning attacks, on pufs, rid side-channel, wayne burleson, xiaolin xu}
}
@article{Yu2011LightweightLearning,
title = {{Lightweight and secure PUF key storage using limits of machine learning}},
year = {2011},
journal = {Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)},
author = {Yu, Meng Day and M'Raihi, David and Sowell, Richard and Devadas, Srinivas},
pages = {358--373},
volume = {6917 LNCS},
url = {http://link.springer.com/10.1007{\%}252F978-3-642-23951-9{\_}24},
isbn = {9783642239502},
doi = {10.1007/978-3-642-23951-9{\_}24},
issn = {03029743},
keywords = {ASIC, FPGA, Key Generation, Machine Learning, Physical Unclonable Functions, Syndrome Distribution Shaping}
}
@inproceedings{Ruhrmair2014PUFOverview,
title = {{PUF modeling attacks: An introduction and overview}},
year = {2014},
booktitle = {Design, Automation {\&} Test in Europe Conference {\&} Exhibition},
author = {Ruhrmair, U. and Solter, J.},
pages = {1--6},
publisher = {IEEE Conference Publications},
url = {http://ieeexplore.ieee.org/ielx7/6784162/6800201/06800562.pdf?tp={\&}arnumber=6800562{\&}isnumber=6800201{\%}5Cnhttp://ieeexplore.ieee.org/xpls/abs{\_}all.jsp?arnumber=6800562},
address = {New Jersey},
isbn = {9783981537024},
doi = {10.7873/DATE.2014.361},
issn = {15301591},
keywords = {an introduction and overview, modeling attacks}
}
@article{Majzoobi2010FPGALines,
title = {{FPGA PUF using programmable delay lines}},
year = {2010},
journal = {2010 IEEE International Workshop on Information Forensics and Security, WIFS 2010},
author = {Majzoobi, Mehrdad and Koushanfar, Farinaz and Devadas, Srinivas},
url = {http://ieeexplore.ieee.org/xpls/abs{\_}all.jsp?arnumber=5711471},
isbn = {9781424490783},
doi = {10.1109/WIFS.2010.5711471},
keywords = {FPGA, Majority voting, Physical unclonable functions, Programmable delay line, Tuning}
}
@article{Ruhrmair2010ModelingFunctions,
title = {{Modeling attacks on physical unclonable functions}},
year = {2010},
journal = {Proceedings of the 17th ACM conference on Computer and communications security - CCS '10},
author = {R{\"{u}}hrmair, Ulrich and Sehnke, Frank and S {\"{o}}lter, Jan and Dror, Gideon and Devadas, Srinivas and Schmidhuber, J ürgen},
pages = {237},
url = {http://dl.acm.org/citation.cfm?id=1866307.1866335},
isbn = {9781450302456},
doi = {10.1145/1866307.1866335},
issn = {15437221},
keywords = {cryptanalysis, machine learning, physical cryptography, physical unclonable functions}
}
@phdthesis{Maes2013PhysicallyApplications,
title = {{Physically Unclonable Functions: Constructions, Properties and Applications}},
year = {2013},
author = {Maes, Roel},
number = {August},
url = {http://search.ebscohost.com/login.aspx?direct=true{\&}db=cat02326a{\&}AN=usl.1690709{\&}site=eds-live https://shibboleth2sp.gar.semcs.net/Shibboleth.sso/Login?entityID=https{\%}253A{\%}252F{\%}252Fwebauth.soton.ac.uk{\%}252Fshibboleth{\&}target=https{\%}253A{\%}252F{\%}252Fshibboleth2sp.},
isbn = {9783642413957},
keywords = {Electronic books}
}
@article{Rostami2014RobustMatching,
title = {{Robust and reverse-engineering resilient PUF authentication and key-exchange by substring matching}},
year = {2014},
journal = {IEEE Transactions on Emerging Topics in Computing},
author = {Rostami, Masoud and Majzoobi, Mehrdad and Koushanfar, Farinaz and Wallach, Dan S. and Devadas, Srinivas},
number = {1},
pages = {37--49},
volume = {2},
doi = {10.1109/TETC.2014.2300635},
issn = {21686750},
keywords = {Physical unclonable functions, hardware security, security protocols}
}
@article{Morozov2009AFPGA,
title = {{A Comparative Analysis of Delay Based {\{}PUF{\}} Implementations on {\{}FPGA{\}}}},
year = {2009},
author = {Morozov, Sergey and Maiti, Abhranil and Schaumont, Patrick},
keywords = {arbiter, butterfly, delay, fpga, physical unclonable functions, process variation, puf, ring oscillator, routing}
}
@article{Schuster2010Side-ChannelPUFs,
title = {{Side-Channel Analysis of Physical Unclonable Functions (PUFs)}},
year = {2010},
author = {Schuster, Dieter}
}
@article{Solter2009CryptanalysisAlgorithms,
title = {{Cryptanalysis of electrical PUFs via machine learning algorithms}},
year = {2009},
author = {S{\"{o}}lter, Jan},
number = {April 2009}
}
@article{Delavar2016APairs,
title = {{A Ring Oscillator-Based PUF With Enhanced Challenge-Response Pairs}},
year = {2016},
journal = {Canadian Journal of},
author = {Delavar, M and Mirzakuchaki, S},
number = {2},
pages = {174--180},
volume = {39},
url = {http://ieeexplore.ieee.org/xpls/abs{\_}all.jsp?arnumber=7482897}
}
@article{Vijayakumar2016Machine,
title = {{Machine Learning Resistant Strong PUF : Possible or a Pipe Dream ?}},
year = {2016},
journal = {2016 IEEE International Symposium on Hardware Oriented Security and Trust (HOST)},
author = {Vijayakumar, Arunkumar and Patil, Vinay C. and Prado, Charles B. and Kundu, Sandip},
month = {5},
pages = {19--24},
publisher = {IEEE},
url = {http://ieeexplore.ieee.org/lpdocs/epic03/wrapper.htm?arnumber=7495550},
isbn = {9781467388269},
doi = {10.1109/HST.2016.7495550},
keywords = {Bagging, Boosting, Integrated circuit modeling, Logistics, ML attack resistant, Machine Learning, Machine learning algorithms, Physically Unclonable Function, Resistance, Security, Support vector machines, bagging, boosting, cryptography, evolutionary computation, evolutionary techniques, key-generation authentication, learning (artificial intelligence), light-weight authentication, logistic regression, machine learning, message authentication, model building attack, physically unclonable functions, randomness properties, regression analysis, software model, strong PUF, support vector machines}
}
@article{Bruck1990HarmonicFunctions,
title = {{Harmonic Analysis of Polynomial Threshold Functions}},
year = {1990},
journal = {SIAM Journal on Discrete Mathematics},
author = {Bruck, Jehoshua},
number = {2},
pages = {168--177},
volume = {3},
url = {http://epubs.siam.org/doi/abs/10.1137/0403015},
doi = {10.1137/0403015},
issn = {0895-4801},
keywords = {bent functions, boolean functions, circuit complexity, harmonic analysis, lower bounds}
}
@article{Blum1998AlgorithmicaNoisy,
title = {{Algorithmica A Polynomial-Time Algorithm for Learning Noisy}},
year = {1998},
author = {Blum, A.},
pages = {35--52}
}
@article{Armknecht2016TowardsFunctions,
title = {{Towards a unified security model for Physically Unclonable Functions}},
year = {2016},
journal = {Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)},
author = {Armknecht, Frederik and Moriyama, Daisuke and Sadeghi, Ahmad Reza and Yung, Moti},
pages = {271--287},
volume = {9610},
isbn = {9783319294841},
doi = {10.1007/978-3-319-29485-8{\_}16},
issn = {16113349},
keywords = {Physically unclonable function, Security model, Specifications}
}
@article{Ganji2016PACPUFs,
title = {{PAC Learning of Arbiter PUFs}},
year = {2016},
author = {Ganji, Fatemeh and Tajik, Shahin and Seifert, Jean-Pierre},
keywords = {Arbiter PUF, Deterministic Finite Automata, Ma-chine Learning, PAC Learning, Regular Language Security in Telecommunications}
}
@article{Functions1990PolynomialFunctions,
title = {{Polynomial Threshold Functions,}},
year = {1990},
author = {Functions, Polynomial Threshold and Abstract, Extended and Bruck, Jehoshua and Smolensky, Roman}
}
@book{Melorose2015BooleanModels,
title = {{Boolean Functions and Computation Models}},
year = {2015},
booktitle = {Statewide Agricultural Land Use Baseline 2015},
author = {Melorose, J. and Perroy, R. and Careas, S.},
volume = {1},
isbn = {9788578110796},
doi = {10.1017/CBO9781107415324.004},
issn = {1098-6596},
pmid = {25246403},
arxivId = {arXiv:1011.1669v3},
keywords = {icle}
}
@article{Goldmann1992MajorityGates,
title = {{Majority gates vs. general weighted threshold gates}},
year = {1992},
journal = {Computational Complexity},
author = {Goldmann, Mikael and H{\aa}stad, Johan and Razborov, Alexander},
number = {4},
pages = {277--300},
volume = {2},
isbn = {0-8186-2955-X},
doi = {10.1007/BF01200426},
issn = {10163328},
keywords = {Subject classifications: 68Q15, circuit complexity, lower bounds, majority circuits, threshold circuits}
}
@article{Hajnal1993ThresholdDepth,
title = {{Threshold circuits of bounded depth}},
year = {1993},
journal = {Journal of Computer and System Sciences},
author = {Hajnal, András and Maass, Wolfgang and Pudl{\'{a}}k, Pavel and Szegedy, Márió and Tur{\'{a}}n, György},
number = {2},
pages = {129--154},
volume = {46},
isbn = {0-8186-0807-2},
doi = {10.1016/0022-0000(93)90001-D},
issn = {10902724}
}
@article{Kearns1994CryptographicAutomata,
title = {{Cryptographic Limitations on Learning Boolean-Formulas and Finite Automata}},
year = {1994},
journal = {Journal Of The Acm},
author = {Kearns, M and Valiant, L},
number = {1},
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volume = {41},
url = {papers2://publication/uuid/E7878C98-E106-4522-B3D4-010BD9ABF825},
isbn = {0897913078},
doi = {10.1145/174644.174647},
issn = {00045411}
}
@article{Klivans2002LearningHalfspaces,
title = {{Learning Intersections and Thresholds of Halfspaces}},
year = {2002},
author = {Klivans, Adam and O'Donnell, Ryan and Servedio, Rocco A},
pages = {177--186}
}
@misc{Kharitonov1995CryptographicDistribution,
title = {{Cryptographic lower bounds for learnability of Boolean functions on the uniform distribution}},
year = {1995},
booktitle = {Journal of Computer and System Sciences},
author = {Kharitonov, M},
pages = {1--10},
url = {http://www.sciencedirect.com/science/article/pii/S002200008571046X},
isbn = {089791497X},
doi = {10.1006/jcss.1995.1046},
issn = {00220000}
}
@article{Kushilevitz1993LearningSpectrum,
title = {{Learning decision trees using the Fourier spectrum}},
year = {1993},
journal = {SIAM Journal on Computing},
author = {Kushilevitz, E and Mansour, Y},
number = {6},
pages = {1331--1348},
volume = {22},
url = {http://epubs.siam.org/doi/abs/10.1137/0222080},
doi = {10.1137/0222080},
keywords = {1, 42a 16, 68q20, 68t05, ams subject classifications, basis for machine learning, decision trees, effort has been devoted, fourier transform, in recent years much, introduction, machine learning, of learning models and, these efforts involved formalization, to providing a theoretical}
}
@article{Mansour1994LearningTransform,
title = {{Learning Boolean functions via the Fourier transform}},
year = {1994},
journal = {{\ldots} Advances in Neural Computation and Learning},
author = {Mansour, Yishay},
pages = {1--28},
volume = {0},
url = {http://link.springer.com/chapter/10.1007/978-1-4615-2696-4{\_}11},
isbn = {978-1-4613-6160-2},
doi = {10.1007/978-1-4615-2696-4{\_}11}
}
@article{Razborov1992OnCircuits,
title = {{On small depth threshold circuits}},
year = {1992},
journal = {Algorithm Theory—SWAT'92},
author = {Razborov, Alexander A},
pages = {42--52},
url = {http://link.springer.com/chapter/10.1007/3-540-55706-7{\_}4}
}
@book{Roychowdhury1994TheoreticalLearning,
title = {{Theoretical Advances in Neural Computation and Learning}},
year = {1994},
author = {Roychowdhury, Vwani and {etc.} and {(plus)}},
pages = {496},
url = {http://www.amazon.fr/Theoretical-Advances-Neural-Computation-Learning/dp/079239478X},
isbn = {079239478X}
}
@article{Servedio2007EveryApproximator,
title = {{Every linear threshold function has a low-weight approximator}},
year = {2007},
journal = {Computational Complexity},
author = {Servedio, Rocco A.},
number = {2},
pages = {180--209},
volume = {16},
isbn = {0769525962},
doi = {10.1007/s00037-007-0228-7},
issn = {10163328},
keywords = {Boolean functions, Chow parameters, Computational learning theory, Linear threshold functions}
}
@article{Smolensky1987AlgebraicComplexity,
title = {{Algebraic methods in the theory of lower bounds for Boolean circuit complexity}},
year = {1987},
journal = {Proceedings of the 19th Annual ACM Symposium on Theory of Computing},
author = {Smolensky, R.},
pages = {77--82},
url = {http://dl.acm.org/citation.cfm?id=28395.28404},
isbn = {0897912217},
doi = {10.1145/28395.28404},
issn = {07349025}
}
@article{Stanciu2016AChip,
title = {{A novel PUF-based encryption protocol for embedded System on Chip}},
year = {2016},
journal = {2016 International Conference on Development and Application Systems (DAS)},
author = {Stanciu, Alexandra and Moldoveanu, Florin Dumitru and Cirstea, Marcian},
number = {11},
pages = {158--165},
url = {http://ieeexplore.ieee.org/lpdocs/epic03/wrapper.htm?arnumber=7492566},
isbn = {978-1-5090-1993-9},
doi = {10.1109/DAAS.2016.7492566},
keywords = {embedded system, generators, physically unclonable functions, pseudorandm, security, system-on-chip}
}
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author = {Helfmeier, Clemens and Boit, Christian and Nedospasov, Dmitry and Tajik, Shahin and Seifert, Jean-Pierre},
pages = {1--4},
url = {http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=6800564},
isbn = {9783981537024},
doi = {10.7873/DATE.2014.363},
issn = {15301591},
keywords = {sical vulnerabilities of physically, unclonable}
}
@book{Ben-David2014UnderstandingAlgorithms,
title = {{Understanding Machine Learning: From Theory to Algorithms}},
year = {2014},
booktitle = {Understanding Machine Learning: From Theory to Algorithms},
author = {Ben-David, Shai and Shalev-Shwartz, Shai},
pages = {449},
url = {http://www.cs.huji.ac.il/{\~{}}shais/UnderstandingMachineLearning/understanding-machine-learning-theory-algorithms.pdf},
isbn = {9781107057135},
doi = {10.1017/CBO9781107298019}
}
@article{Ye2016POSTER:Function,
title = {{POSTER: Attack on Non-Linear Physical Unclonable Function}},
year = {2016},
author = {Ye, Jing and Hu, Yu and Li, Xiaowei},
pages = {1751--1753},
isbn = {9781450341394}
}
@article{Ganji2015LatticeFunctions,
title = {{Lattice Basis Reduction Attack against Physically Unclonable Functions}},
year = {2015},
journal = {Proceedings of the 22nd ACM SIGSAC Conference on Computer and Communications Security - CCS '15},
author = {Ganji, Fatemeh and Kr{\"{a}}mer, Juliane and Seifert, Jean-pierre and Tajik, Shahin},
pages = {1070--1080},
url = {http://dl.acm.org/citation.cfm?doid=2810103.2813723},
isbn = {9781450338325},
doi = {10.1145/2810103.2813723},
issn = {15437221},
keywords = {hidden subset sum problem, lat-, photonic, physically unclonable functions, tice basis reduction, xor arbiter pufs}
}
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title = {{Implementation of a PUF circuit on a FPGA}},
year = {2011},
journal = {2011 4th IFIP International Conference on New Technologies, Mobility and Security, NTMS 2011 - Proceedings},
author = {Soybali, Mehmet and Ors, Berna and Saldamli, Gokay},
number = {March 2011},
url = {http://ieeexplore.ieee.org/xpls/abs{\_}all.jsp?arnumber=5720638},
isbn = {9781424487042},
doi = {10.1109/NTMS.2011.5720638},
issn = {2157-4952}
}
@article{Klivans2006CryptographicHalfspaces,
title = {{Cryptographic Hardness for Learning Intersections of Halfspaces}},
year = {2006},
author = {Klivans, Adam R and Sherstov, Alexander A},