Replay-buffer engineering for noise-robust quantum circuit optimization

Akash Kundu, Sebastian Feld

Deep reinforcement learning (RL) for quantum circuit optimization faces three fundamental bottlenecks: replay buffers that ignore the reliability of temporal-difference (TD) target…