Stable Multi-Step Rollouts via Uncertainty-Guided Hybrid Dynamics

Andrei Maalberg, Axel Neumann, Jens Knobloch

Multi-step rollouts are essential for model-based reinforcement learning (RL) and predictive control, yet learned dynamics models often become unstable when recursively applied, le…