Omar Mostafa

WorldPlanner: Monte Carlo Tree Search and MPC with Action-Conditioned Visual World Models

Robots must understand their environment from raw sensory inputs and reason about the consequences of their actions in it to solve complex tasks. Behavior Cloning (BC) leverages task-specific human demonstrations to learn this knowledge as end-to-end policies. However, these policies are difficult t…