Search Results for author: M. Sohaib Alam

Found 4 papers, 2 papers with code

Quantum Logic Gate Synthesis as a Markov Decision Process

no code implementations27 Dec 2019 M. Sohaib Alam, Noah F. Berthusen, Peter P. Orth

In the presence of gate noise, we demonstrate how the optimal policy adapts to the effects of noisy gates in order to achieve a higher state fidelity.

reinforcement-learning Reinforcement Learning (RL)

Automated quantum programming via reinforcement learning for combinatorial optimization

1 code implementation21 Aug 2019 Keri A. McKiernan, Erik Davis, M. Sohaib Alam, Chad Rigetti

Relative to a set of randomly generated problem instances, agents trained through reinforcement learning techniques are capable of producing short quantum programs which generate high quality solutions on both types of quantum resources.

Combinatorial Optimization reinforcement-learning +1

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