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@inproceedings{Morozov2010AnFPGAOld,
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}
}
@Inbook{Morozov2010AnFPGA,
author="Morozov, Sergey
and Maiti, Abhranil
and Schaumont, Patrick",
editor="Sirisuk, Phaophak
and Morgan, Fearghal
and El-Ghazawi, Tarek
and Amano, Hideharu",
title="An Analysis of Delay Based {PUF} Implementations on {FPGA}",
bookTitle="Reconfigurable Computing: Architectures, Tools and Applications: 6th International Symposium, ARC 2010, Bangkok, Thailand, March 17-19, 2010. Proceedings",
year="2010",
publisher="Springer Berlin Heidelberg",
address="Berlin, Heidelberg",
pages="382--387",
isbn="978-3-642-12133-3",
doi="10.1007/978-3-642-12133-3_37",
url="http://dx.doi.org/10.1007/978-3-642-12133-3_37"
}
@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 {PUF}s : A New Threat ?},
year = {2014},
journal = {Design, Automation and Test in Europe Conference and Exhibition},
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 and Test in Europe Conference and Exhibition},
author = {Rührmair, 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 = {Rührmair, Ulrich and Sehnke, Frank and Sölter, Jan and Dror, Gideon and Devadas, Srinivas and Schmidhuber, Jürgen},
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},
author={Roel, MAES},
journal={Dissertation, University of KU Leuven},
year={2012},
isbn = {9783642413957},
url = {https://www.esat.kuleuven.be/cosic/publications/thesis-211.pdf}
}
@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 ({PUF}s)},
year = {2010},
author = {Schuster, Dieter}
}
@article{Solter2009CryptanalysisAlgorithms,
title = {Cryptanalysis of electrical {PUF}s via machine learning algorithms},
year = {2009},
author = {Sölter, 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,
author = {A. Blum and A. Frieze and R. Kannan and S. Vempala},
journal = {Proceedings of 37th Conference on Foundations of Computer Science},
title = {A polynomial-time algorithm for learning noisy linear threshold functions},
year = {1996},
pages = {330-338},
keywords = {computational complexity;heuristic programming;learning (artificial intelligence);noise;pattern classification;perceptrons;PAC model;data outlier removal;ellipsoid algorithm;greedy algorithms;input description length;linear program;noise tolerance;noisy linear threshold function learning;perceptron algorithm;polynomial-time algorithm;random classification noise;separation parameter;weak hypothesis finding;Computer science;Ear;Ellipsoids;Greedy algorithms;Linear programming;Machine learning;Machine learning algorithms;Polynomials;Vectors},
doi = {10.1109/SFCS.1996.548492},
ISSN = {0272-5428}
}
@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 {PUF}s},
year = {2016},
author = {Ganji, Fatemeh and Tajik, Shahin and Seifert, Jean-Pierre},
journal={Journal of Cryptographic Engineering},
volume={6},
number={3},
pages={249--258},
publisher={Springer},
keywords = {Arbiter {PUF}, Deterministic Finite Automata, Ma-chine Learning, PAC Learning, Regular Language Security in Telecommunications},
issn={2190-8516},
doi={10.1007/s13389-016-0119-4},
url={http://dx.doi.org/10.1007/s13389-016-0119-4}
}
@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},
pages = {67--95},
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 = {Theoretical 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},
author = {Roychowdhury, Vwani P. and Siu, Kai-Yeung and Orlitsky, Alon},
year = {1994},
isbn = {079239478X},
pages = {496},
publisher = {Kluwer Academic Publishers},
address = {Norwell, MA, USA}
}
@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}
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isbn = {978-1-5090-1993-9},
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}
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}
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title = {A formal foundation for the security features of physical functions},
year = {2011},
journal = {Proceedings - IEEE Symposium on Security and Privacy},
author = {Armknecht, Frederik and Maes, Roel and Sadeghi, Ahmad Reza and Standaert, Fran??ois Xavier and Wachsmann, Christian},
pages = {397--412},
isbn = {9780769544021},
doi = {10.1109/SP.2011.10},
issn = {10816011},
keywords = {Formal security model, Physically Unclonable Function ({PUF}), Robustness, Unclonability, Unpredictability}
}
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title = {Performance evaluation of Physically Unclonable function by delay statistics},
year = {2011},
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pages = {482--485},
isbn = {9781612841359},
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keywords = {{FPGA}, {PUF} metrics, Physically Unclonable Function ({PUF}), Silicon {PUF}}
}
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}
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title = {The Gap Between Promise and Reality: On the Insecurity of {XOR} Arbiter {PUF}s},
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issn = {16113349},
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}
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booktitle = {Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)},
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pages = {22--39},
volume = {9229},
isbn = {9783319228457},
doi = {10.1007/978-3-319-22846-4},
issn = {16113349}
}
@Inbook{Ganji2015WhyPUFs,
author="Ganji, Fatemeh
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and Seifert, Jean-Pierre",
editor="Conti, Mauro
and Schunter, Matthias
and Askoxylakis, Ioannis",
title="Why Attackers Win: On the Learnability of {XOR} Arbiter {PUF}s",
bookTitle="Trust and Trustworthy Computing: 8th International Conference, TRUST 2015, Heraklion, Greece, August 24-26, 2015, Proceedings",
year="2015",
publisher="Springer International Publishing",
address="Cham",
pages="22--39",
isbn="978-3-319-22846-4",
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url="http://dx.doi.org/10.1007/978-3-319-22846-4_2"
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}
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keywords = {RFIDSec}
}
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year="2010",
publisher="Springer Berlin Heidelberg",
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url="http://dx.doi.org/10.1007/978-3-642-14452-3_4"
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isbn = {9780769549774},
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issn = {10816011},
keywords = {(Strong) {PUF}s, (Strong) Physical Unclonable Functions, Attack Models, Bit Commitment, Certifiable {PUF}s, Erasable {PUF}s, Key Exchange, Oblivious Transfer}
}
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isbn = {978-3-662-44708-6, 978-3-662-44709-3},
doi = {10.1007/978-3-662-44709-3},
issn = {16113349},
keywords = {Data Encryption, Special Purpose and Application-Based Systems, Systems and Data Security, entity authentication, lightweight, physically unclonable function}
}
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pages = {17--32},
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doi={10.1109/TMSCS.2016.2553027},
keywords={computational complexity;cryptographic protocols;PAC complexity-theoretic framework;adaptive chosen-challenge adversary;challenge-response pair lockdown protocol;computationally unrestricted adversaries;lightweight {PUF}-based authentication;physically unclonable functions;probably-approximately-correct complexity-theoretic framework;server-managed CRP lockdown protocol;worst-case CRP exposure algorithmic validation;Authentication;Cryptography;Manufacturing;Protocols;Servers;Silicon;Physical unclonable function;authentication;computationally unrestricted adversary;heuristic security;machine learning;probably approximately correct (PAC) learning},
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isbn = {1581136242},
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