Breaking Euston: Recovering Private Inputs from Secure Inference by Exploiting Subspace Leakage

Jiaqi Zhao, Fengwei Wang

In the 47th IEEE Symposium on Security and Privacy (IEEE S&P 2026), Gao et al. proposed an efficient and user-friendly secure transformer inference framework, namely Euston. In Eus…