Generalization vs Memorization in RL Environment Evaluation
Standard benchmarks can't distinguish whether RL agents learn tasks or memorize training data.
Saoirse Ní Fhaoláin
Contributing Writer
Saoirse reports on real-world deployments of reinforcement learning from human and AI feedback, with a particular focus on policy, safety, and the gap between benchmark performance and production behavior. She spent several years covering AI governance for a Dublin-based technology policy outlet before joining The Calibration Review.
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Standard benchmarks can't distinguish whether RL agents learn tasks or memorize training data.