research
∙
09/20/2023
Statistical Complexity of Quantum Learning
Recent years have seen significant activity on the problem of using data...
share
research
∙
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...
research
∙
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...
research
∙
02/17/2021
Generalization in Quantum Machine Learning: a Quantum Information Perspective
We study the machine learning problem of generalization when quantum ope...
research
∙
10/21/2020
Ultimate Limits of Thermal Imaging
Quantum Channel Discrimination (QCD) presents a fundamental task in quan...
research
∙
10/07/2020
Quantum-enhanced barcode decoding and pattern recognition
Quantum hypothesis testing is one of the most fundamental problems in qu...
research
∙
12/13/2019
Noise-Assisted Variational Hybrid Quantum-Classical Optimization
Variational hybrid quantum-classical optimization represents one the mos...
research
∙
07/20/2016