# MA-GRNN:a high-efficient modeling attack approach utilizing generalized regression neural network for XOR arbiter physical unclonable functions

> Research article (IEICE Electronics Express, 2023) · cited 21× · AI/ML

**Wikidata**: [openalex:W4377000091](https://www.wikidata.org/wiki/openalex:W4377000091)  
**Source**: https://4ort.xyz/entity/ma-grnn-a-high-efficient-modeling-attack-approach-utilizing-generalized-regression-neural-network-for-xor-arbiter-physic