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eess.SY2026
Safe Learning-Based Adaptive Augmentation Control for Fixed-Wing UAV under Uncertainty
Leon Raguse, Lennart Kracke, Mayank Shekhar Jha +2
This paper presents a learning-based adaptive augmentation control concept inspired by the adaptation mechanisms of conventional adaptive control, while not being restricted to the…
cs.LG2026
CAPSULE: Control-Theoretic Action Perturbations for Safe Uncertainty-Aware Reinforcement Learning
Rahul Narava, Siddharth Verma, Ojas Jain +2
Ensuring safe exploration in high-dimensional systems with unknown dynamics remains a significant challenge. Existing safe reinforcement learning methods often provide safety guara…