Efficient Topological Navigation for Autonomous Exploration in Sparse Reward Environments

TopoNav, a novel framework, integrates active topological mapping, hierarchical reinforcement learning, and intrinsic motivation to enable efficient and autonomous exploration and navigation in unknown environments with sparse rewards.