Learning to Explore: Reinforcement Learning with Scene Graph Integration for Full Environment Coverage

Master's thesis on Embodied Semantic Scene Graph Generation in the Ai2-THOR simulator, pairing a Transformer-based perception stack with an Advantage Actor-Critic agent. Upgrading the reinforcement learning algorithm dramatically improves exploration stability, scene graph coverage and overall policy quality.