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Quantum noise protects quantum classifiers against adversaries
Noise in quantum information processing is often viewed as a disruptive ...
03/20/2020 ∙ by Yuxuan Du, et al. ∙
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On Dimension-free Tail Inequalities for Sums of Random Matrices and Applications
In this paper, we present a new framework to obtain tail inequalities fo...
10/08/2019 ∙ by Chao Zhang, et al. ∙
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Quantum algorithm for finding the negative curvature direction in non-convex optimization
We present an efficient quantum algorithm aiming to find the negative cu...
09/17/2019 ∙ by Kaining Zhang, et al. ∙
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A Quantum-inspired Algorithm for General Minimum Conical Hull Problems
A wide range of fundamental machine learning tasks that are addressed by...
07/16/2019 ∙ by Yuxuan Du, et al. ∙
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Efficient Online Quantum Generative Adversarial Learning Algorithms with Applications
The exploration of quantum algorithms that possess quantum advantages is...
04/21/2019 ∙ by Yuxuan Du, et al. ∙
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Publicness, Privacy and Confidentiality in the Single-Serving Quantum Broadcast Channel
The 2-receiver broadcast channel is studied: a network with three partie...
03/11/2019 ∙ by Farzin Salek, et al. ∙
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Quantum Speedup in Adaptive Boosting of Binary Classification
In classical machine learning, a set of weak classifiers can be adaptive...
02/03/2019 ∙ by Ximing Wang, et al. ∙
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Generalization Bounds for Vicinal Risk Minimization Principle
The vicinal risk minimization (VRM) principle, first proposed by vapnik1...
11/11/2018 ∙ by Chao Zhang, et al. ∙
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Properties of Noncommutative Renyi and Augustin Information
The scaled Rényi information plays a significant role in evaluating the ...
11/10/2018 ∙ by Hao-Chung Cheng, et al. ∙
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The Expressive Power of Parameterized Quantum Circuits
Parameterized quantum circuits (PQCs) have been broadly used as a hybrid...
10/29/2018 ∙ by Yuxuan Du, et al. ∙
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Duality between source coding with quantum side information and c-q channel coding
In this paper, we establish an interesting duality between two different...
09/28/2018 ∙ by Hao-Chung Cheng, et al. ∙
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One-shot Capacity bounds on the Simultaneous Transmission of Classical and Quantum Information
We study the communication capabilities of a quantum channel under the m...
09/19/2018 ∙ by Farzin Salek, et al. ∙
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Implementable Quantum Classifier for Nonlinear Data
In this Letter, we propose a quantum machine learning scheme for the cla...
09/17/2018 ∙ by Yuxuan Du, et al. ∙
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Matrix Infinitely Divisible Series: Tail Inequalities and Applications in Optimization
In this paper, we study tail inequalities of the largest eigenvalue of a...
09/04/2018 ∙ by Chao Zhang, et al. ∙
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Non-Asymptotic Classical Data Compression with Quantum Side Information
In this paper, we analyze classical data compression with quantum side i...
03/20/2018 ∙ by Hao-Chung Cheng, et al. ∙
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Construction and Performance of Quantum Burst Error Correction Codes for Correlated Errors
In practical communication and computation systems, errors occur predomi...
01/11/2018 ∙ by Jihao Fan, et al. ∙
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The Learnability of Unknown Quantum Measurements
Quantum machine learning has received significant attention in recent ye...
01/03/2015 ∙ by Hao-Chung Cheng, et al. ∙
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