Parametrized quantum policies for reinforcement learning

9 March 2021

Papers citing "Parametrized quantum policies for reinforcement learning"

43 / 43 papers shown

Title
Differentiable Quantum Architecture Search in Quantum-Enhanced Neural Network Parameter Generation Samuel Yen-Chi Chen Chen-Yu Liu Kuan-Cheng Chen Wei-Jia Huang Yen-Jui Chang Wei-Hao Huang 19 0 0 13 May 2025
Introduction to Quantum Machine Learning and Quantum Architecture Search Samuel Yen-Chi Chen Zhiding Liang 28 0 0 21 Apr 2025
Toward Large-Scale Distributed Quantum Long Short-Term Memory with Modular Quantum Computers Kuan-Cheng Chen Samuel Yen-Chi Chen Chen-Yu Liu Kin K Leung 57 3 0 18 Mar 2025
An unconditional distribution learning advantage with shallow quantum circuits N. Pirnay S. Jerbi J. -P. Seifert J. Eisert 70 1 0 23 Nov 2024
Fourier Analysis of Variational Quantum Circuits for Supervised Learning Marco Wiedmann Maniraman Periyasamy Daniel D. Scherer 29 0 0 05 Nov 2024
Robustness and Generalization in Quantum Reinforcement Learning via Lipschitz Regularization Nico Meyer Julian Berberich Christopher Mutschler Daniel D. Scherer 30 0 0 28 Oct 2024
Dynamic Spectrum Access for Ambient Backscatter Communication-assisted D2D Systems with Quantum Reinforcement Learning Nguyen Van Huynh Bolun Zhang Dinh-Hieu Tran D. Hoang Diep N. Nguyen Gan Zheng Dusit Niyato Quoc-Viet Pham 19 0 0 23 Oct 2024
An Introduction to Quantum Reinforcement Learning (QRL) Samuel Yen-Chi Chen 40 0 0 09 Sep 2024
Quantum Machine Learning Architecture Search via Deep Reinforcement Learning Xin Dai Tzu-Chieh Wei Shinjae Yoo Samuel Yen-Chi Chen 32 3 0 29 Jul 2024
Differentiable Quantum Architecture Search in Asynchronous Quantum Reinforcement Learning Samuel Yen-Chi Chen 44 6 0 25 Jul 2024
Backdoor Attacks against Hybrid Classical-Quantum Neural Networks Ji Guo Wenbo Jiang Rui Zhang Wenshu Fan Jiachen Li Guoming Lu AAML 35 1 0 23 Jul 2024
Trainability issues in quantum policy gradients André Sequeira Luis Paulo Santos Luis Soares Barbosa 38 1 0 13 Jun 2024
eQMARL: Entangled Quantum Multi-Agent Reinforcement Learning for Distributed Cooperation over Quantum Channels Alexander C. DeRieux Walid Saad 38 1 0 24 May 2024
A Study on Optimization Techniques for Variational Quantum Circuits in Reinforcement Learning Michael Kölle Timo Witter Tobias Rohe Gerhard Stenzel Philipp Altmann Thomas Gabor 26 2 0 20 May 2024
Hamiltonian-based Quantum Reinforcement Learning for Neural Combinatorial Optimization Georg Kruse Rodrigo Coehlo A. Rosskopf Robert Wille Jeanette Miriam Lorenz 25 1 0 13 May 2024
Hype or Heuristic? Quantum Reinforcement Learning for Join Order Optimisation Maja Franz Tobias Winker Sven Groppe Wolfgang Mauerer 18 2 0 13 May 2024
Warm-Start Variational Quantum Policy Iteration Nico Meyer Jakob Murauer Alexander Popov Christian Ufrecht Axel Plinge Christopher Mutschler Daniel D. Scherer 31 2 0 16 Apr 2024
Qiskit-Torch-Module: Fast Prototyping of Quantum Neural Networks Nico Meyer Christian Ufrecht Maniraman Periyasamy Axel Plinge Christopher Mutschler Daniel D. Scherer Andreas R. Maier 32 4 0 09 Apr 2024
On Quantum Natural Policy Gradients André Sequeira Luis Paulo Santos Luis Soares Barbosa 16 0 0 16 Jan 2024
Quantum Advantage Actor-Critic for Reinforcement Learning Michael Kolle Mohamad Hgog Fabian Ritz Philipp Altmann Maximilian Zorn Jonas Stein Claudia Linnhoff-Popien 31 5 0 13 Jan 2024
Nav-Q: Quantum Deep Reinforcement Learning for Collision-Free Navigation of Self-Driving Cars Akash Sinha A. Macaluso Matthias Klusch 37 4 0 20 Nov 2023
Shadows of quantum machine learning Sofiene Jerbi Casper Gyurik Simon Marshall Riccardo Molteni Vedran Dunjko 16 41 0 31 May 2023
Quantum Natural Policy Gradients: Towards Sample-Efficient Reinforcement Learning Nico Meyer Daniel D. Scherer Axel Plinge Christopher Mutschler M. Hartmann 23 10 0 26 Apr 2023
Quantum Imitation Learning Zhihao Cheng Kaining Zhang Li Shen Dacheng Tao 14 1 0 04 Apr 2023
Quantum Deep Hedging El Amine Cherrat S. Raj Iordanis Kerenidis Abhishek Shekhar Ben Wood ... Pierre Minssen Ruslan Shaydulin Yue Sun Romina Yalovetzky Marco Pistoia 26 25 0 29 Mar 2023
Quantum algorithms applied to satellite mission planning for Earth observation S. Rainjonneau Igor Tokarev S. Iudin Saaketh Rayaprolu Karan Pinto ... Miras Koblan Egor Barashov Mohammad Kordzanganeh M. Pflitsch A. Melnikov 17 37 0 14 Feb 2023
Quantum Multi-Agent Actor-Critic Networks for Cooperative Mobile Access in Multi-UAV Systems C. Park Won Joon Yun Jae Pyoung Kim Tiago Koketsu Rodrigues Soohyun Park Soyi Jung Joongheon Kim 21 35 0 09 Feb 2023
Quantum policy gradient algorithms Sofiene Jerbi A. Cornelissen M. Ozols Vedran Dunjko 29 11 0 19 Dec 2022
Quantum Policy Gradient Algorithm with Optimized Action Decoding Nico Meyer Daniel D. Scherer Axel Plinge Christopher Mutschler M. Hartmann 29 19 0 13 Dec 2022
Software Simulation and Visualization of Quantum Multi-Drone Reinforcement Learning C. Park Jae Pyoung Kim Won Joon Yun Soohyun Park Soyi Jung Joongheon Kim 16 0 0 24 Nov 2022
A Survey on Quantum Reinforcement Learning Nico Meyer Christian Ufrecht Maniraman Periyasamy Daniel D. Scherer Axel Plinge Christopher Mutschler AI4CE LRM 34 51 0 07 Nov 2022
Evolutionary Quantum Architecture Search for Parametrized Quantum Circuits Lidong Ding Lee Spector 19 15 0 23 Aug 2022
Reinforcement Learning Assisted Recursive QAOA Yash J. Patel Sofiene Jerbi Thomas Bäck Vedran Dunjko 14 17 0 13 Jul 2022
Hyperparameter Importance of Quantum Neural Networks Across Small Datasets Charles Moussa Jan N. van Rijn Thomas Bäck Vedran Dunjko 19 12 0 20 Jun 2022
Quantum Deep Learning for Mutant COVID-19 Strain Prediction Yumi Jin Junmin Hu Qi Li Zhirui Luo Fangxin Zhang Hao Tang Kun Qian Xian-min Jin MedIm 17 7 0 04 Mar 2022
Quantum Deep Reinforcement Learning for Robot Navigation Tasks Hans Hohenfeld D. Heimann Felix Wiebe Frank Kirchner 22 18 0 24 Feb 2022
An Empirical Review of Optimization Techniques for Quantum Variational Circuits Owen Lockwood 13 16 0 03 Feb 2022
Variational Quantum Soft Actor-Critic Qingfeng Lan 9 20 0 20 Dec 2021
Near-Optimal Quantum Algorithms for Multivariate Mean Estimation A. Cornelissen Yassine Hamoudi Sofiene Jerbi 11 28 0 18 Nov 2021
Quantum machine learning beyond kernel methods Sofiene Jerbi Lukas J. Fiderer Hendrik Poulsen Nautrup Jonas M. Kubler H. Briegel Vedran Dunjko 8 159 0 25 Oct 2021
Noisy intermediate-scale quantum (NISQ) algorithms Kishor Bharti Alba Cervera-Lierta T. Kyaw Tobias Haug Sumner Alperin-Lea ... Tim Menke Wai-Keong Mok Sukin Sim L. Kwek Alán Aspuru-Guzik 101 390 0 21 Jan 2021
Quantum reinforcement learning in continuous action space Shaojun Wu Shan Jin Dingding Wen Donghong Han Xiaoting Wang LRM 30 42 0 19 Dec 2020
Quantum Logic Gate Synthesis as a Markov Decision Process M. S. Alam Noah F. Berthusen P. P. Orth 11 11 0 27 Dec 2019