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20162025
most citedProvable superior accuracy in machine learned quantum models

5 citations · 5 across the 2 of their papers we have counts for

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8 papers · 1 filter

quant-ph2025

Energetic advantages for quantum agents in online execution of complex strategies

Jayne Thompson, Paul M. Riechers, Andrew J. P. Garner +2

Agents often execute complex strategies -- adapting their response to each input stimulus depending on past observations and actions. Here, we derive the minimal energetic cost for…

quant-ph20215 cited

Provable superior accuracy in machine learned quantum models

Chengran Yang, Andrew Garner, Feiyang Liu +5

In modelling complex processes, the potential past data that influence future expectations are immense. Models that track all this data are not only computationally wasteful but al…

quant-ph2019

Extreme dimensionality reduction with quantum modelling

Thomas J. Elliott, Chengran Yang, Felix C. Binder +3

Effective and efficient forecasting relies on identification of the relevant information contained in past observations -- the predictive features -- and isolating it from the rest…

quant-ph2019

Semi-device-independent information processing with spatiotemporal degrees of freedom

Andrew J. P. Garner, Marius Krumm, Markus P. Mueller

Nonlocality, as demonstrated by the violation of Bell inequalities, enables device-independent cryptographic tasks that do not require users to trust their apparatus. In this artic…

quant-ph2019

Resource theories of multi-time processes: A window into quantum non-Markovianity

Graeme D. Berk, Andrew J. P. Garner, Benjamin Yadin +2

We investigate the conditions under which an uncontrollable background processes may be harnessed by an agent to perform a task that would otherwise be impossible within their oper…

quant-ph2018

On defining the Hamiltonian beyond quantum theory

Dominic Branford, Oscar C. O. Dahlsten, Andrew J. P. Garner

Energy is a crucial concept within classical and quantum physics. An essential tool to quantify energy is the Hamiltonian. Here, we consider how to define a Hamiltonian in general…