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Machine Learning Vulnerability Analysis of FPGA-based Ring Oscillator PUFs and Counter Measures

https://doi.org/10.1145/3445978
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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1007/978-1-4419-8080-9openalex-snapshot
Introduction to Hardware Security and Trust
inferredcites →https://doi.org/10.1007/978-1-4614-1362-2openalex-snapshot
Embedded Systems Design with FPGAs
inferredcites →https://doi.org/10.1007/978-3-319-00816-5openalex-snapshot
Integrated Circuit Authentication : Hardware Trojans and Counterfeit Detection
inferredcites →https://doi.org/10.1007/978-3-540-44792-4openalex-snapshot
Classic Works of the Dempster-Shafer Theory of Belief Functions
inferredcites →https://doi.org/10.1007/bf00048682openalex-snapshot
Multinomial logistic regression algorithm
inferredcites →https://doi.org/10.1007/bf00994018openalex-snapshot
Support-Vector Networks
inferredcites →https://doi.org/10.1007/s10462-011-9272-4openalex-snapshot
Decision trees: a recent overview
inferredcites →https://doi.org/10.1007/s13389-016-0119-4openalex-snapshot
PAC learning of arbiter PUFs
inferredcites →https://doi.org/10.1016/0169-2070(94)90045-0openalex-snapshot
Artificial neural network models for forecasting and decision making
inferredcites →https://doi.org/10.1016/j.knosys.2014.06.004openalex-snapshot
ForesTexter: An efficient random forest algorithm for imbalanced text categorization
inferredcites →https://doi.org/10.1109/ats.2016.21openalex-snapshot
Efficient Attack on Non-linear Current Mirror PUF with Genetic Algorithm
inferredcites →https://doi.org/10.1109/fpl.2009.5272361openalex-snapshot
Improving the quality of a Physical Unclonable Function using configurable Ring Oscillators
inferredcites →https://doi.org/10.1109/hst.2013.6581563openalex-snapshot
Model building attacks on Physically Unclonable Functions using genetic programming
inferredcites →https://doi.org/10.1109/hst.2017.7951827openalex-snapshot
Detection of counterfeit ICs using public identification sequences
inferredcites →https://doi.org/10.1109/hst.2018.8383921openalex-snapshot
Securing interconnected PUF network with reconfigurability
inferredcites →https://doi.org/10.1109/jproc.2014.2332291openalex-snapshot
Counterfeit Integrated Circuits: A Rising Threat in the Global Semiconductor Supply Chain
inferredcites →https://doi.org/10.1109/jproc.2014.2334493openalex-snapshot
Hardware Trojan Attacks: Threat Analysis and Countermeasures
inferredcites →https://doi.org/10.1109/mwscas.2015.7282135openalex-snapshot
Analyzing the performance of a configurable ROPUF design controlled by programmable XOR gates
inferredcites →https://doi.org/10.1109/mwscas.2017.8053080openalex-snapshot
Analysis of a novel stage configurable ROPUF design
inferredcites →https://doi.org/10.1109/mwscas.2019.8885037openalex-snapshot
Analysis and Machine Learning Vulnerability Assessment of XOR-Inverter based Ring Oscillator PUF Design
inferredcites →https://doi.org/10.1109/naecon.2017.8268749openalex-snapshot
A novel hybrid delay based physical unclonable function immune to machine learning attacks
inferredcites →https://doi.org/10.1109/naecon.2018.8556818openalex-snapshot
Machine Learning based Modeling Attacks on a Configurable PUF
inferredcites →https://doi.org/10.1109/reconfig.2010.24openalex-snapshot
Quantitative and Statistical Performance Evaluation of Arbiter Physical Unclonable Functions on FPGAs
inferredcites →https://doi.org/10.1109/tcad.2015.2448677openalex-snapshot
A Case of Lightweight PUF Constructions: Cryptanalysis and Machine Learning Attacks
inferredcites →https://doi.org/10.1109/tcad.2019.2962115openalex-snapshot
Approximation Attacks on Strong PUFs
inferredcites →https://doi.org/10.1109/tetc.2014.2300635openalex-snapshot
Robust and Reverse-Engineering Resilient PUF Authentication and Key-Exchange by Substring Matching
inferredcites →https://doi.org/10.1109/tifs.2013.2279798openalex-snapshot
PUF Modeling Attacks on Simulated and Silicon Data
inferredcites →https://doi.org/10.1109/tifs.2019.2891223openalex-snapshot
Machine-Learning Attacks on PolyPUFs, OB-PUFs, RPUFs, LHS-PUFs, and PUF–FSMs
inferredcites →https://doi.org/10.1109/tmscs.2018.2877737openalex-snapshot
Frequency Offset-Based Ring Oscillator Physical Unclonable Function
inferredcites →https://doi.org/10.1109/tsg.2016.2582423openalex-snapshot
Hardware-Oriented Authentication for Advanced Metering Infrastructure
inferredcites →https://doi.org/10.1145/1278480.1278484openalex-snapshot
Physical unclonable functions for device authentication and secret key generation
inferredcites →https://doi.org/10.1155/2015/864812openalex-snapshot
A New Arbiter PUF for Enhancing Unpredictability on FPGA
inferredcites →https://doi.org/10.23919/date.2019.8714862openalex-snapshot
PUFs Deep Attacks: Enhanced modeling attacks using deep learning techniques to break the security of double arbiter PUFs

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

inferred← citeshttps://doi.org/10.2139/ssrn.4855555openalex-extracted
Security Analysis of Digital-Based Physically Unclonable Functions: Dataset Generation, Machine Learning Modeling, and Correlation Analysis
inferred← citeshttps://doi.org/10.1016/j.cose.2025.104313openalex-snapshot
CRO-PUF: Resilience to machine learning and differential power attacks
inferred← citeshttps://doi.org/10.1016/j.micpro.2023.104989openalex-snapshot
A novel low hardware configurable ring oscillator (CRO) PUF for lightweight security applications
inferred← citeshttps://doi.org/10.1016/j.vehcom.2022.100516openalex-snapshot
A trust based adaptive privacy preserving authentication scheme for VANETs
inferred← citeshttps://doi.org/10.1038/s41598-025-16221-zopenalex-snapshot
DCDC PUF an enhanced implementation of ring oscillator based PUF
inferred← citeshttps://doi.org/10.1109/access.2024.3418572openalex-snapshot
A Zero Trust-Based Framework Employing Blockchain Technology and Ring Oscillator Physical Unclonable Functions for Security of Field Programmable Gate Array Supply Chain
inferred← citeshttps://doi.org/10.1109/access.2024.3449702openalex-snapshot
ZEBRA: Zero Trust Architecture Employing Blockchain Technology and ROPUF for AMI Security
inferred← citeshttps://doi.org/10.1109/access.2025.3555438openalex-snapshot
Novel Physical Unclonable Function Implementation for Microcontrollers and Field Programmable Gate Arrays
inferred← citeshttps://doi.org/10.1109/eit57321.2023.10187363openalex-snapshot
PUF-Based Authentication for the Security of IoT Devices
inferred← citeshttps://doi.org/10.1109/eit60633.2024.10609880openalex-snapshot
A Zero Trust Architecture employing Blockchain and Ring Oscillator Physical Unclonable Function for Internet-of-Things
inferred← citeshttps://doi.org/10.1109/eit60633.2024.10609912openalex-snapshot
Hardware Trojan Detection employing Machine Learning, Physical Unclonable Functions and Side Channel Analysis
inferred← citeshttps://doi.org/10.1109/iccad57653.2023.10152413openalex-snapshot
Machine Learning Vulnerability Assessment of Ring Oscillator Physical Unclonable Functions
inferred← citeshttps://doi.org/10.1109/ismvl60454.2024.00039openalex-snapshot
A Photonic Physically Unclonable Function's Resilience to Multiple-Valued Machine Learning Attacks
inferred← citeshttps://doi.org/10.1109/meco62516.2024.10577830openalex-snapshot
Assessing Temperature Sensitivity and Ring Oscillator Count Impact on Configurable Ring Oscillator PUF Performance
inferred← citeshttps://doi.org/10.1109/mwscas53549.2025.11244444openalex-snapshot
CRACK: Compromising ROPUFs via Augmented Challenges Using Knowledge-Driven Models
inferred← citeshttps://doi.org/10.1109/mwscas57524.2023.10405953openalex-snapshot
Ring Oscillator PUF and Blockchain: A Way of Securing Post Fabrication FPGA Supply Chain
inferred← citeshttps://doi.org/10.1109/mwscas67364.2026.11680602openalex-snapshot
REMIX-PUF: A Temporal Response Mixing PUF Design Resistant to Machine Learning Attacks
inferred← citeshttps://doi.org/10.1109/mwscas67364.2026.11680831openalex-snapshot
Detecting the Undetectable: Blind Spots of Clustering and Anomaly Detection in PUF Trojan Defense
inferred← citeshttps://doi.org/10.1109/satc65530.2025.11136906openalex-snapshot
Vulnerability Analysis Employing a Generative Adversarial Network Model for a Ring Oscillator Physical Unclonable Function
inferred← citeshttps://doi.org/10.1109/tifs.2024.3354115openalex-snapshot
DRAM-Based PUF Utilizing the Variation of Adjacent Cells
inferred← citeshttps://doi.org/10.1109/wiecon-ece64149.2024.10915115openalex-snapshot
Performance Analysis of Crossover Ring Oscillator PUF Using Transmission Gate Logic Multiplexer
inferred← citeshttps://doi.org/10.1117/12.3013126openalex-snapshot
Designing a photonic physically unclonable function having resilience to machine learning attacks
inferred← citeshttps://doi.org/10.3390/chips4040047openalex-snapshot
Triggered Hardware Trojan Detection in IP Cores for Ensuring Safety in Cyber Physical Systems
inferred← citeshttps://doi.org/10.36227/techrxiv.171171935.55745155/v1openalex-snapshot
Security Analysis of Digital-Based Physically Unclonable Functions: Dataset Generation, Machine Learning Modeling, and Correlation Analysis
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