Soft MPCritic: Value-Based Reinforcement Learning for Non-Differentiable Predictive Control

Thomas Banker, Nathan P. Lawrence, Ali Mesbah

Reinforcement learning (RL) and model predictive control (MPC) offer complementary strengths, yet existing MPC-RL frameworks commonly rely on gradient-based optimization and theref…