research
∙
04/19/2023
Quantum Kernel Alignment with Stochastic Gradient Descent
Quantum support vector machines have the potential to achieve a quantum ...
share
research
∙
03/09/2022
Generalised entropy accumulation
Consider a sequential process in which each step outputs a system A_i an...
research
∙
02/28/2022
The complexity of quantum support vector machines
Quantum support vector machines employ quantum circuits to define the ke...
research
∙
12/09/2021
Effective dimension of machine learning models
Making statements about the performance of trained models on tasks invol...
research
∙
10/30/2020
The power of quantum neural networks
Fault-tolerant quantum computers offer the promise of dramatically impro...
research
∙
06/08/2020
Quantum Legendre-Fenchel Transform
We present a quantum algorithm to compute the discrete Legendre-Fenchel ...
research
∙
09/12/2019
A chain rule for the quantum relative entropy
The chain rule for the classical relative entropy ensures that the relat...
research
∙
09/11/2019
Efficient template matching in quantum circuits
Given a large and a small quantum circuit, we are interested in finding ...
research
∙
07/19/2019
An information-theoretic treatment of quantum dichotomies
Given two pairs of quantum states, we want to decide if there exists a q...
research
∙
05/08/2019
Bounds on Lyapunov exponents
Lyapunov exponents describe the asymptotic behavior of the singular valu...
research
∙
02/15/2018
