#distributional robustness
topicdistributional robustness
3 papers · 1 filter
cs.LG2026
Generalization Bounds on Optimal Control for Transformer Training and Wasserstein Distributional Robustness
KaÄan Akman, Naci Saldi, Serdar Yüksel
The paper derives finite‑sample generalization bounds for Transformer models by formulating their training as a finite‑horizon Markovian control problem, using quantized approximat…
cs.LG2026
Distributionally Robust and Safe Imitation Learning
Ahmed Aboudonia, Naira Hovakimyan
The paper introduces a framework that combines Taylor Series Imitation Learning with distributionally robust adaptive control to handle both policy- and uncertainty-induced distrib…
cs.LG2026
Efficient Q-Learning and Actor-Critic Methods for Robust Average-Reward Reinforcement Learning
Yang Xu, Swetha Ganesh, Vaneet Aggarwal
The paper develops and analyzes model‑free Q‑learning and actor‑critic algorithms that provably learn robust policies for infinite‑horizon average‑reward MDPs under various uncerta…