# Analysis and Machine Learning Vulnerability Assessment of XOR-Inverter based Ring Oscillator PUF Design

> Research article (2019 IEEE 62nd International Midwest Symposium on Circuits and Systems (MWSCAS), 2019) · cited 17× · AI/ML

**Wikidata**: [openalex:W2982530484](https://www.wikidata.org/wiki/openalex:W2982530484)  
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