Quantum adaptive agents with efficient long-term memories

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.

Boosting on the shoulders of giants in quantum device calibration

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.

BIG-bench Machine Learning Few-Shot Learning +2

Extreme dimensionality reduction with quantum modelling

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