Practical Reinforcement Learning For MPC - Research Collection
TD-MPC is a model-based reinforcement learning (RL) algorithm that performs local trajectory optimization in the latent space of a learned implicit ...
TD-MPC2: Scalable, Robust World Models for Continuous ControlWhy is MPC a good tool for this problem? MPC can overcome nonholonomy challenges. It involves planning, not just reactive control. Can generate required ... Model Predictive Control of Nonholonomic Vehicle FormationsWe show that augmenting state representations with intent embeddings generated by an IQL-TD-MPC manager significantly improves off-the-shelf. IQL-TD-MPC: Implicit Q-Learning for Hierarchical Model Predictive ...TD-MPC is a model-based reinforcement learning (MBRL) algorithm that performs local trajectory optimization in the latent space of a learned implicit ...
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