Search Results for author: Lukas J. Fiderer

Found 5 papers, 2 papers with code

Quantum machine learning beyond kernel methods

1 code implementation25 Oct 2021 Sofiene Jerbi, Lukas J. Fiderer, Hendrik Poulsen Nautrup, Jonas M. Kübler, Hans J. Briegel, Vedran Dunjko

In this work, we identify a constructive framework that captures all standard models based on parametrized quantum circuits: that of linear quantum models.

BIG-bench Machine Learning Quantum Machine Learning

Optimal foraging strategies can be learned

1 code implementation10 Mar 2023 Gorka Muñoz-Gil, Andrea López-Incera, Lukas J. Fiderer, Hans J. Briegel

Recognizing the interconnected nature of these challenges, this work addresses them simultaneously by exploring optimal foraging strategies through a reinforcement learning framework.

reinforcement-learning Reinforcement Learning (RL)

Improving the dynamics of quantum sensors with reinforcement learning

no code implementations22 Aug 2019 Jonas Schuff, Lukas J. Fiderer, Daniel Braun

Recently proposed quantum-chaotic sensors achieve quantum enhancements in measurement precision by applying nonlinear control pulses to the dynamics of the quantum sensor while using classical initial states that are easy to prepare.

Position reinforcement-learning +1

Neural-Network Heuristics for Adaptive Bayesian Quantum Estimation

no code implementations4 Mar 2020 Lukas J. Fiderer, Jonas Schuff, Daniel Braun

Quantum metrology promises unprecedented measurement precision but suffers in practice from the limited availability of resources such as the number of probes, their coherence time, or non-classical quantum states.

Reinforcement Learning (RL)

Towards interpretable quantum machine learning via single-photon quantum walks

no code implementations31 Jan 2023 Fulvio Flamini, Marius Krumm, Lukas J. Fiderer, Thomas Müller, Hans J. Briegel

Variational quantum algorithms represent a promising approach to quantum machine learning where classical neural networks are replaced by parametrized quantum circuits.

Decision Making Quantum Machine Learning +3

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