Provably Secure Mutual Authentication and Key Agreement Scheme Using PUF in Internet of Drones Deployments by Yohan Park, Daeun Ryu, Deokkyu Kwon, Youngho Park

“…The proposed scheme utilizes physical unclonable function (PUF) to give drones uniqueness and resistance against drone stolen attacks. …”
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A Lightweight and Practical Anonymous Authentication Protocol Based on Bit-Self-Test PUF by Yang An, Yuejiao Zhang, Wenjun Cao, Zhiyan Tong, Zhangqing He

“…Physical unclonable function (PUF), a cryptographic primitive, has recently been used in protocol design because it can ensure a tamper-evident feature. …”
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A lightweight PUF-based secure group key agreement protocol for wireless sensor networks by Zheng, Yue, Liu, Wenye, Chang, Chip Hong

“…As group messaging is commonly used in WSNs for efficient message exchanges among sensor nodes, this paper presents a lightweight secure group key agreement protocol using Physical Unclonable Function (PUF) as a hardware root of trust. …”
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A PUF-based data-device hash for tampered image detection and source camera identification by Zheng, Yue, Cao, Yuan, Chang, Chip-Hong

“…The proposed image hash is generated by projecting the invariant image features into a physical unclonable function (PUF)-defined Bernoulli random space. …”
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Reliable and modeling attack resistant authentication of Arbiter PUF in FPGA implementation with trinary quadruple response by Zalivaka, Siarhei S., Ivaniuk, Alexander A., Chang, Chip Hong

“…Arbiter-based physical unclonable function (A-PUF) has been widely regarded as a suitable lightweight security primitive for FPGA bitstream encryption and device authentication. …”
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Spectral sensitivity near exceptional points as a resource for hardware encryption by Minye Yang, Liang Zhu, Qi Zhong, Ramy El-Ganainy, Pai-Yen Chen

“…In this work the authors demonstrate that the spectral sensitivity near exceptional points can be harnessed in electronic circuits to implement physically unclonable functions for security and communication applications.…”
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Towards security without secrets by Herder, Charles H. (Charles Henry), III

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Chemical unclonable functions based on operable random DNA pools by Anne M. Luescher, Andreas L. Gimpel, Wendelin J. Stark, Reinhard Heckel, Robert N. Grass

“…Abstract Physical unclonable functions (PUFs) based on unique tokens generated by random manufacturing processes have been proposed as an alternative to mathematical one-way algorithms. …”
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Laser printed microelectronics by Liang Yang, Hongrong Hu, Alexander Scholz, Florian Feist, Gabriel Cadilha Marques, Steven Kraus, Niklas Maximilian Bojanowski, Eva Blasco, Christopher Barner-Kowollik, Jasmin Aghassi-Hagmann, Martin Wegener

“…Here, the authors propose laser printing as a facile process for fabricating printed electronics with minimum feature sizes below 1 µm and demonstrate functional diodes, memristors, and physically unclonable functions.…”
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Circuit design for security in internet-of-things application by Cheang, Bryan Hon Mun

“…Physically Unclonable Functions (PUF) have been an interest in the security technology world. …”
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Study of a New Method of Radio-Sensor Identification of Radio-Electronic Devices by K. А. Boikov

“…The purpose of this work is to increase the protection of radio-electronic devices from illegal cloning, by studying a new physically unclonable functions (PUF) connected with the own electromagnetic radiation of a radio-electronic device. …”
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A PUF-based cryptographic security solution for IoT systems on chip by Alexandra Balan, Titus Balan, Marcian Cirstea, Florin Sandu

“…The mechanism employed in this approach uses physically unclonable functions (PUF) and symmetric cryptography in order to encrypt the transferred messages within the SoC between the microprocessor and its peripherals. …”
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Quantum Logic Locking for Security by Rasit Onur Topaloglu

“…In particular, we review physically unclonable functions (PUFs), obfuscation, and introduce quantum logic locking (QLL). …”
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Deep learning enhanced anti-counterfeiting security tags made from thin films by Low, Jing Yi

“…In this paper, we focus specifically on physical anti-counterfeiting methods and investigate the feasibility of using machine learning to improve the accuracy and efficiency of identifying and authenticating Physical Unclonable Functions (PUFs). Our study aims to enhance existing solutions by exploring the potential of machine learning models in the context of PUFs. …”
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Machine learning and hardware security : challenges and opportunities by Regazzoni, Francesco, Bhasin, Shivam, Pour, Amir Ali, Alshaer, Ihab, Aydin, Furkan, Aysu, Aydin, Beroulle, Vincent, Di Natale, Giorgio, Franzon, Paul, Hely, David, Homma, Naofumi, Ito, Akira, Jap, Dirmanto, Kashyap, Priyank, Polian, Ilia, Potluri, Seetal, Ueno, Rei, Vatajelu, Elena-Ioana, Yli-Mäyry, Ville

“…This paper first highlights novel applications of machine learning for hardware security, such as evaluation of post quantum cryptography hardware and extraction of physically unclonable functions from neural networks. Later, practical model extraction attack based on electromagnetic side-channel measurements are demonstrated followed by a discussion of strategies to protect proprietary models by watermarking them.…”
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Remote inspection of adversary-controlled environments by Johannes Tobisch, Sébastien Philippe, Boaz Barak, Gal Kaplun, Christian Zenger, Alexander Glaser, Christof Paar, Ulrich Rührmair

“…Our technique extends to large physical systems the application of physical unclonable functions for integrity protection. Its main applications are scenarios where parties are mutually distrustful and have privacy and security constraints. …”
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Privacy and Reader-first Authentication in Vaudenay's RFID Model with Temporary State Disclosure by Ferucio Laurentiu Tiplea, Cristian Hristea, Rodica Bulai

“…To achieve these privacy levels, we use Physically Unclonable Functions (PUFs) to assure that the internal secret of the tag remains hidden from an adversary with invasive capabilities. …”
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Energy-harvesting Q-learning secure routing algorithm with authenticated-encryption for WSN by Cuiran Li, Jixuan Wu, Zepeng Zhang, Anqi Lv

“…The algorithm uses physical unclonable functions and optimized Q-learning to ensure that the transmission path is reliable. …”
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Proof-of-PUF Enabled Blockchain: Concurrent Data and Device Security for Internet-of-Energy by Rameez Asif, Kinan Ghanem, James Irvine

“…A detailed review on the technological aspects of Blockchain and Physical Unclonable Functions (PUFs) is presented in this article. …”
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SRAM-Based PUF Readouts by Sergio Vinagrero, Honorio Martin, Alice de Bignicourt, Elena-Ioana Vatajelu, Giorgio Di Natale

“…Abstract Large-scale parameter characterization of Physical Unclonable Functions (PUFs) is of paramount importance in order to assess the quality and thus the suitability of such PUFs which would then be developed as an industrial-grade solution for hardware root of trust. …”
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