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09/20/2023
Statistical Complexity of Quantum Learning
Recent years have seen significant activity on the problem of using data...
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01/19/2023
Time-Warping Invariant Quantum Recurrent Neural Networks via Quantum-Classical Adaptive Gating
Adaptive gating plays a key role in temporal data processing via classic...
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12/09/2022
Online Convex Optimization of Programmable Quantum Computers to Simulate Time-Varying Quantum Channels
Simulating quantum channels is a fundamental primitive in quantum comput...
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02/17/2021
Generalization in Quantum Machine Learning: a Quantum Information Perspective
We study the machine learning problem of generalization when quantum ope...
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10/21/2020
Ultimate Limits of Thermal Imaging
Quantum Channel Discrimination (QCD) presents a fundamental task in quan...
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10/07/2020
Quantum-enhanced barcode decoding and pattern recognition
Quantum hypothesis testing is one of the most fundamental problems in qu...
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12/13/2019
Noise-Assisted Variational Hybrid Quantum-Classical Optimization
Variational hybrid quantum-classical optimization represents one the mos...
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07/20/2016
