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robust reinforcement learning

market1 mentionslast seen Sep 21, 2026

Application domain addressing policy degradation in real-world deployment.

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cost-to-disturbance ratio adversarial trainingapplies torobust reinforcement learning85% confidence1 source

robust reinforcement learning

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cost-to-disturbance ratio adversarial trainingapplies torobust reinforcement learning

85% confidence1 supporting mentions

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preprintarXivSep 18, 2026Taming the Adversary: A Cost-to-Disturbance Ratio Approach to Adversarial Reinforcement Learning
We propose cost-to-disturbance ratio adversarial training (CoDRA), a framework that expresses the controller--adversary trade-off as a ratio of accumulated cost to accumulated squared disturbance norm