2026
TD-CD-MPPI: Temporal-Difference Constraint-Discounted Model Predictive Path Integral Control
RA-L 2026
Path Integral methods have demonstrated remarkable capabilities for solving non-linear stochastic optimal control problems through sampling-based optimization. However, their computational complexity grows linearly with the prediction horizon, limiting long-term reasoning, while constraints are mere