no code implementations • 24 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.
1 code implementation • 13 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.
no code implementations • 6 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
no code implementations • 4 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
no code implementations • 13 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