Model-Free Quantum Control with Reinforcement Learning

Error correction of a logical grid state qubit by dissipative pumping

(2022) Brennan de Neeve et al.   Nature Physics

Robust Quantum Optimal Control with Trajectory Optimization

(2022) Thomas Propson et al.   Physical Review Applied

Leakage reduction in fast superconducting qubit gates via optimal control

(2021) M. Werninghaus et al.   npj Quantum Information

Circuit quantum electrodynamics

(2021) Alexandre Blais et al.   REVIEWS OF MODERN PHYSICS

Measurement-Based Feedback Quantum Control with Deep Reinforcement Learning for a Double-Well Nonlinear Potential

(2021) Sangkha Borah et al.   PHYSICAL REVIEW LETTERS

Time-domain characterization and correction of on-chip distortion of control pulses in a quantum processor

(2020) M. A. Rol et al.   APPLIED PHYSICS LETTERS

SciPy 1.0: fundamental algorithms for scientific computing in Python

(2020) Pauli Virtanen et al.   NATURE METHODS

Improving the dynamics of quantum sensors with reinforcement learning

(2020) Jonas Schuff et al.   NEW JOURNAL OF PHYSICS

Reinforcement learning for optimal error correction of toric codes

(2020) Laia Domingo Colomer et al.   PHYSICS LETTERS A

Using a Recurrent Neural Network to Reconstruct Quantum Dynamics of a Superconducting Qubit from Physical Observations

(2020) E. Flurin et al.   Physical Review X

Global optimization of quantum dynamics with AlphaZero deep exploration

(2020) Mogens Dalgaard et al.   npj Quantum Information

Error-corrected gates on an encoded qubit

(2020) Philip Reinhold et al.   Nature Physics

Direct Characteristic-Function Tomography of Quantum States of the Trapped-Ion Motional Oscillator

(2020) C. Flühmann et al.   PHYSICAL REVIEW LETTERS

Quantum error correction of a qubit encoded in grid states of an oscillator

(2020) P. Campagne-Ibarcq et al.   NATURE

Deep Reinforcement Learning Control of Quantum Cartpoles

(2020) Zhikang T. Wang et al.   PHYSICAL REVIEW LETTERS

Encoding an Oscillator into Many Oscillators

(2020) Kyungjoo Noh et al.   PHYSICAL REVIEW LETTERS

Path-Independent Quantum Gates with Noisy Ancilla

(2020) Wen-Long Ma et al.   PHYSICAL REVIEW LETTERS

Stabilization of Finite-Energy Gottesman-Kitaev-Preskill States

(2020) Baptiste Royer et al.   PHYSICAL REVIEW LETTERS

Quantum error correction and universal gate set operation on a binomial bosonic logical qubit

(2019) L. Hu et al.   Nature Physics

Encoding a qubit in a trapped-ion mechanical oscillator

(2019) C. Flühmann et al.   NATURE

Universal quantum control through deep reinforcement learning

(2019) Murphy Yuezhen Niu et al.   npj Quantum Information

A quantum engineer's guide to superconducting qubits

(2019) P. Krantz et al.   Applied Physics Reviews

Trapped-ion quantum computing: Progress and challenges

(2019) Colin D. Bruzewicz et al.   Applied Physics Reviews

Stochastic estimation of dynamical variables

(2019) Stefan Krastanov et al.   Quantum Science and Technology

Grandmaster level in StarCraft II using multi-agent reinforcement learning

(2019) Oriol Vinyals et al.   NATURE

In Situ Characterization of Qubit Control Lines: A Qubit as a Vector Network Analyzer

(2019) Markus Jerger et al.   PHYSICAL REVIEW LETTERS

Heisenberg-limited single-mode quantum metrology in a superconducting circuit

(2019) W. Wang et al.   Nature Communications

Generalizable control for quantum parameter estimation through reinforcement learning

(2019) Han Xu et al.   npj Quantum Information

When does reinforcement learning stand out in quantum control? A comparative study on state preparation

(2019) Xiao-Ming Zhang et al.   npj Quantum Information

Reinforcement Learning in Different Phases of Quantum Control

(2018) Marin Bukov et al.   Physical Review X

Reinforcement Learning with Neural Networks for Quantum Feedback

(2018) Thomas Fösel et al.   Physical Review X

Modelling non-markovian quantum processes with recurrent neural networks

(2018) Leonardo Banchi et al.   NEW JOURNAL OF PHYSICS

A general reinforcement learning algorithm that masters chess, shogi, and Go through self-play

(2018) David Silver et al.   SCIENCE

Experimental Phase Estimation Enhanced by Machine Learning

(2018) Alessandro Lumino et al.   Physical Review Applied

Controlled release of multiphoton quantum states from a microwave cavity memory

(2017) Wolfgang Pfaff et al.   Nature Physics

Implementing a universal gate set on a logical qubit encoded in an oscillator

(2017) Reinier W. Heeres et al.   Nature Communications

Restless Tuneup of High-Fidelity Qubit Gates

(2017) M. A. Rol et al.   Physical Review Applied

Extending the lifetime of a quantum bit with error correction in superconducting circuits

(2016) Nissim Ofek et al.   NATURE

Mastering the game of Go with deep neural networks and tree search

(2016) David Silver et al.   NATURE

Measuring and Suppressing Quantum State Leakage in a Superconducting Qubit

(2016) Zijun Chen et al.   PHYSICAL REVIEW LETTERS

New Class of Quantum Error-Correcting Codes for a Bosonic Mode

(2016) Marios H. Michael et al.   Physical Review X

Human-level control through deep reinforcement learning

(2015) Volodymyr Mnih et al.   NATURE

Universal control of an oscillator with dispersive coupling to a qubit

(2015) Stefan Krastanov et al.   PHYSICAL REVIEW A

Cavity State Manipulation Using Photon-Number Selective Phase Gates

(2015) Reinier W. Heeres et al.   PHYSICAL REVIEW LETTERS

Quantum partially observable Markov decision processes

(2014) Jennifer Barry et al.   PHYSICAL REVIEW A

Optimal Quantum Control Using Randomized Benchmarking

(2014) J. Kelly et al.   PHYSICAL REVIEW LETTERS

Deterministically Encoding Quantum Information Using 100-Photon Schrodinger Cat States

(2013) B. Vlastakis et al.   SCIENCE

Fidelity-Based Probabilistic Q-Learning for Control of Quantum Systems

(2013) Chunlin Chen et al.   IEEE Transactions on Neural Networks and Learning Systems

Second order gradient ascent pulse engineering

(2011) P. de Fouquieres et al.   JOURNAL OF MAGNETIC RESONANCE

Real-time quantum feedback prepares and stabilizes photon number states

(2011) Clément Sayrin et al.   NATURE

Chopped random-basis quantum optimization

(2011) Tommaso Caneva et al.   PHYSICAL REVIEW A

Practical Characterization of Quantum Devices without Tomography

(2011) Marcus P. da Silva et al.   PHYSICAL REVIEW LETTERS

Direct Fidelity Estimation from Few Pauli Measurements

(2011) Steven T. Flammia et al.   PHYSICAL REVIEW LETTERS