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cs.RO2026
Generalization of World Models under Environmental Variability for Vision-based Quadrotor Navigation
Luca Zanatta, Grzegorz Malczyk, Kostas Alexis
World models, learned generative models that predict how an environment evolves, have become a promising tool for sample-efficient robot learning. Yet how robust they are to enviro…
cs.RO2026
Cross-Modal Reinforcement Learning for Navigation with Degraded Depth Measurements
Omkar Sawant, Luca Zanatta, Grzegorz Malczyk +1
This paper presents a cross-modal learning framework that exploits complementary information from depth and grayscale images for robust navigation. We introduce a Cross-Modal Wasse…