Jan Niklas Ewertz

SOLD: Slot Object-Centric Latent Dynamics Models for Relational Manipulation Learning from Pixels

Learning a latent dynamics model provides a task-agnostic representation of an agent's understanding of its environment. Leveraging this knowledge for model-based reinforcement learning (RL) holds the potential to improve sample efficiency over model-free methods by learning from imagined rollouts.…