Reinforcement Learning Based Quantum Circuit Optimization via ZX-Calculus

Jordi Riu, Jan Nogué, Gerard Vilaplana +2

We propose a novel Reinforcement Learning (RL) method for optimizing quantum circuits using graph-theoretic simplification rules of ZX-diagrams. The agent, trained using the Proxim…