Shinichi Nakajima

Black-Box Decision based Adversarial Attack with Symmetric α-stable Distribution

2019

Developing techniques for adversarial attack and defense is an important research field for establishing reliable machine learning and its applications. Many existing methods employ Gaussian random variables for exploring the data space to find the …

Physics-Informed Bayesian Optimization of Variational Quantum Circuits

2024 · arXiv (Cornell University)

In this paper, we propose a novel and powerful method to harness Bayesian optimization for Variational Quantum Eigensolvers (VQEs) -- a hybrid quantum-classical protocol used to approximate the ground state of a quantum Hamiltonian. Specifically, …