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

> Research article (ACM Journal on Emerging Technologies in Computing Systems, 2021) · cited 22× · AI/ML

**Wikidata**: [openalex:W3161306566](https://www.wikidata.org/wiki/openalex:W3161306566)  
**Source**: https://4ort.xyz/entity/machine-learning-vulnerability-analysis-of-fpga-based-ring-oscillator-pufs-and-counter-measures