Articles with "secure learning" as a keyword



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Quantum secure learning with classical samples

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Published in 2021 at "Physical Review A"

DOI: 10.1103/physreva.103.042409

Abstract: Studies addressing the question “Can a learner complete the learning securely?” have recently been spurred from the standpoints of fundamental theory and potential applications. In the relevant context of this question, we present a classical-quantum… read more here.

Keywords: condition; learning classical; security; quantum ... See more keywords

Secure Q-Learning of Fuzzy Markov Jump Systems Under Malicious Attacks: A Homotopic Scheme.

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Published in 2025 at "IEEE transactions on cybernetics"

DOI: 10.1109/tcyb.2025.3634171

Abstract: This article proposes a novel reinforcement learning (RL)-based secure control policy for nonlinear Markov jump systems (MJSs) subject to false data injection attacks (FDIAs). First, the Takagi-Sugeno (T-S) fuzzy model is applied to describe the… read more here.

Keywords: markov jump; secure learning; learning fuzzy; jump systems ... See more keywords