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math.OC2026
Scalable Incremental Robustness Analysis of Neural Network Feedback Systems
Zichen Wang, Peter Seiler, Geir Dullerud +1
Semidefinite programming (SDP) certificates for feedback systems containing deep neural networks (NNs) typically scale with the total number of neurons, whereas small-gain tests ar…
math.OC2024★ 1 cited
Zeroth-order Low-rank Hessian Estimation via Matrix Recovery
Tianyu Wang, Zicheng Wang, Jiajia Yu
A zeroth-order Hessian estimator aims to recover the Hessian matrix of an objective function at any given point, using minimal finite-difference computations. This paper studies ze…