exploration

Deep reinforcement learning-based reactive planner for large-scale Lidar-based autonomous robot exploration in 2D action space with novel alpha conditioning for exploration-exploitation control.

CogniPlan leverages conditional generative inpainting models to predict multiple plausible layouts, mirroring human cognitive maps for uncertainty-guided path planning in unknown environments.