Search Results for author: Mile Gu

Found 5 papers, 1 papers with code

Quantum adaptive agents with efficient long-term memories

no code implementations24 Aug 2021 Thomas J. Elliott, Mile Gu, Andrew J. P. Garner, Jayne Thompson

Central to the success of adaptive systems is their ability to interpret signals from their environment and respond accordingly -- they act as agents interacting with their surroundings.

Boosting on the shoulders of giants in quantum device calibration

1 code implementation13 May 2020 Alex Wozniakowski, Jayne Thompson, Mile Gu, Felix Binder

Here we introduce a new approach to machine learning that is able to leverage prior scientific discoveries in order to improve generalizability over a scientific model.

BIG-bench Machine Learning Few-Shot Learning +2

Extreme dimensionality reduction with quantum modelling

no code implementations6 Sep 2019 Thomas J. Elliott, Chengran Yang, Felix C. Binder, Andrew J. P. Garner, Jayne Thompson, Mile Gu

This represents the ultimate limit of quantum compression and highlights an immense practical advantage of quantum technologies for the forecasting and simulation of complex systems.

Dimensionality Reduction Quantum Physics Statistical Mechanics Information Theory Information Theory

One-shot entanglement distillation beyond LOCC

no code implementations4 Jun 2019 Bartosz Regula, Kun Fang, Xin Wang, Mile Gu

We show in particular that the $\varepsilon$-error one-shot distillable entanglement of any pure state is the same under all sets of operations ranging from one-way LOCC to separability-preserving operations or operations preserving the set of states with positive partial transpose, and can be computed exactly as a quadratically constrained linear program.

Quantum Physics Mathematical Physics Mathematical Physics

Superior memory efficiency of quantum devices for the simulation of continuous-time stochastic processes

no code implementations13 Apr 2017 Thomas J. Elliott, Mile Gu

Classical models of systems operating in continuous-time must typically track an unbounded amount of information about past behaviour, even for relatively simple models, enforcing limits on precision due to the finite memory of the machine.

Quantum Physics Statistical Mechanics

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