Author name: Alex E. Ballentine, Nachiket U. Bapat, Raghvendra V. Cowlagi

Mitigating Data Scarcity in Spaceflight Applications for Offline Reinforcement Learning Using Physics-Informed Deep Generative Models

Alex E. Ballentine, Nachiket U. Bapat, Raghvendra V. Cowlagi / May 12, 2026

arXiv:2604.02438v2 Announce Type: replace
Abstract: The deployment of reinforcement learning (RL)-based controllers on physical systems is often limited by poor generalization to real-world scenarios, known as the simulation-to-reality (sim-to-real) g…

cs.LG

Mitigating Data Scarcity in Spaceflight Applications for Offline Reinforcement Learning Using Physics-Informed Deep Generative Models

Alex E. Ballentine, Nachiket U. Bapat, Raghvendra V. Cowlagi / April 6, 2026

arXiv:2604.02438v1 Announce Type: new
Abstract: The deployment of reinforcement learning (RL)-based controllers on physical systems is often limited by poor generalization to real-world scenarios, known as the simulation-to-reality (sim-to-real) gap. …