Search Results for author: Wolfgang Mauerer

Found 2 papers, 1 papers with code

Guided-SPSA: Simultaneous Perturbation Stochastic Approximation assisted by the Parameter Shift Rule

no code implementations24 Apr 2024 Maniraman Periyasamy, Axel Plinge, Christopher Mutschler, Daniel D. Scherer, Wolfgang Mauerer

The computational complexity, in terms of the number of circuit evaluations required for gradient estimation by the parameter-shift rule, scales linearly with the number of parameters in VQCs.

Quantum Machine Learning

Uncovering Instabilities in Variational-Quantum Deep Q-Networks

1 code implementation10 Feb 2022 Maja Franz, Lucas Wolf, Maniraman Periyasamy, Christian Ufrecht, Daniel D. Scherer, Axel Plinge, Christopher Mutschler, Wolfgang Mauerer

In this work, we examine a class of hybrid quantum-classical RL algorithms that we collectively refer to as variational quantum deep Q-networks (VQ-DQN).

reinforcement-learning Reinforcement Learning (RL)

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