
Entanglementassisted multipleaccess channels: capacity regions and protocol designs
We solve the entanglementassisted (EA) classical capacity region of qua...
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Asymmetric Quantum Concatenated and Tensor Product Codes with Large ZDistances
In many quantum channels, dephasing errors occur more frequently than th...
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Quantum circuit architecture search: error mitigation and trainability enhancement for variational quantum solvers
Quantum error mitigation techniques are at the heart of quantum computat...
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Experimental Quantum Generative Adversarial Networks for Image Generation
Quantum machine learning is expected to be one of the first practical ap...
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Quantum differentially private sparse regression learning
Differentially private (DP) learning, which aims to accurately extract p...
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Quantum noise protects quantum classifiers against adversaries
Noise in quantum information processing is often viewed as a disruptive ...
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On Dimensionfree Tail Inequalities for Sums of Random Matrices and Applications
In this paper, we present a new framework to obtain tail inequalities fo...
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Quantum algorithm for finding the negative curvature direction in nonconvex optimization
We present an efficient quantum algorithm aiming to find the negative cu...
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A Quantuminspired Algorithm for General Minimum Conical Hull Problems
A wide range of fundamental machine learning tasks that are addressed by...
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Efficient Online Quantum Generative Adversarial Learning Algorithms with Applications
The exploration of quantum algorithms that possess quantum advantages is...
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Publicness, Privacy and Confidentiality in the SingleServing Quantum Broadcast Channel
The 2receiver broadcast channel is studied: a network with three partie...
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Quantum Speedup in Adaptive Boosting of Binary Classification
In classical machine learning, a set of weak classifiers can be adaptive...
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Generalization Bounds for Vicinal Risk Minimization Principle
The vicinal risk minimization (VRM) principle, first proposed by vapnik1...
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Properties of Noncommutative Renyi and Augustin Information
The scaled Rényi information plays a significant role in evaluating the ...
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The Expressive Power of Parameterized Quantum Circuits
Parameterized quantum circuits (PQCs) have been broadly used as a hybrid...
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Duality between source coding with quantum side information and cq channel coding
In this paper, we establish an interesting duality between two different...
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Oneshot Capacity bounds on the Simultaneous Transmission of Classical and Quantum Information
We study the communication capabilities of a quantum channel under the m...
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Implementable Quantum Classifier for Nonlinear Data
In this Letter, we propose a quantum machine learning scheme for the cla...
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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...
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NonAsymptotic Classical Data Compression with Quantum Side Information
In this paper, we analyze classical data compression with quantum side i...
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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...
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The Learnability of Unknown Quantum Measurements
Quantum machine learning has received significant attention in recent ye...
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MinHsiu Hsieh
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