Certifiably Robust Encoding Schemes

Certifiably Robust Encoding Schemes

2 August 2024

Tom Wollschlager

Stephan Günnemann

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Papers citing "Certifiably Robust Encoding Schemes"

11 / 11 papers shown

Title
Quantum Neural Networks under Depolarization Noise: Exploring White-Box Attacks and Defenses David Winderl Nicola Franco J. M. Lorenz AAML 86 7 0 29 Nov 2023
An exponentially-growing family of universal quantum circuits Mohammad Kordzanganeh P. Sekatski Leonid Fedichkin A. Melnikov 81 20 0 01 Dec 2022
Certified Robustness of Quantum Classifiers against Adversarial Examples through Quantum Noise Jhih-Cing Huang Yu-Lin Tsai Chao-Han Huck Yang Cheng-Fang Su Chia-Mu Yu Pin-Yu Chen Sy-Yen Kuo AAML 72 20 0 02 Nov 2022
Supervised quantum machine learning models are kernel methods Maria Schuld 151 372 0 26 Jan 2021
The effect of data encoding on the expressive power of variational quantum machine learning models Maria Schuld R. Sweke Johannes Jakob Meyer 78 523 0 19 Aug 2020
Quantum noise protects quantum classifiers against adversaries Yuxuan Du Min-hsiu Hsieh Tongliang Liu Dacheng Tao Nana Liu AAML 65 112 0 20 Mar 2020
Black-Box Certification with Randomized Smoothing: A Functional Optimization Based Framework Dinghuai Zhang Mao Ye Chengyue Gong Zhanxing Zhu Qiang Liu AAML 91 64 0 21 Feb 2020
Quantum Adversarial Machine Learning Sirui Lu L. Duan D. Deng AAML 83 102 0 31 Dec 2019
Certified Adversarial Robustness via Randomized Smoothing Jeremy M. Cohen Elan Rosenfeld J. Zico Kolter AAML 169 2,052 0 08 Feb 2019
Supervised learning with quantum enhanced feature spaces Vojtěch Havlíček A. Córcoles K. Temme A. Harrow A. Kandala J. Chow J. Gambetta 86 1,836 0 30 Apr 2018
Towards Deep Learning Models Resistant to Adversarial Attacks Aleksander Madry Aleksandar Makelov Ludwig Schmidt Dimitris Tsipras Adrian Vladu SILM OOD 319 12,138 0 19 Jun 2017