FoSeRL: Formal Sequential Robustness Certification for Reinforcement Learning Policies

arXiv:2610.04754 · cs.LG · Submitted 2026-10-03 · Read on arXiv

cs.LG

Submitted: 2026-10-03

Updated: 2026-10-03

Terminology

• Reinforcement Learning — 1× in this paper · explained in 4 episodes
• Robustness — 1× in this paper · explained in 5 episodes

Sources

• Adversarial Attacks on Neural Network Policies
• Offline Reinforcement Learning: Tutorial, Review, and Perspectives on Open Problems
• Proximal Policy Optimization Algorithms
• Gymnasium: A Standard Interface for Reinforcement Learning Environments

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