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Certified Robustness of Quantum Classifiers against Adversarial Examples through Quantum Noise


Nov 02, 2022
Jhih-Cing Huang, Yu-Lin Tsai, Chao-Han Huck Yang, Cheng-Fang Su, Chia-Mu Yu, Pin-Yu Chen, Sy-Yen Kuo

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* Submitted to IEEE ICASSP 2023 

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Formalizing Generalization and Robustness of Neural Networks to Weight Perturbations


Mar 03, 2021
Yu-Lin Tsai, Chia-Yi Hsu, Chia-Mu Yu, Pin-Yu Chen

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Non-Singular Adversarial Robustness of Neural Networks


Feb 23, 2021
Yu-Lin Tsai, Chia-Yi Hsu, Chia-Mu Yu, Pin-Yu Chen

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