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Deep Reinforcement Learning from Human Preferences

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cs.LG 1

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2026 1

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UNVERDICTED 1

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Understanding Goal Generalisation in Sequential Reinforcement Learning

cs.LG · 2026-05-22 · unverdicted · novelty 6.0

Empirical analysis of over 100 sequential RL training pipelines across 250+ OOD environments finds salient features drive generalization and early goals persist, with latent policy gradients simulating latent variable evolution to predict OOD behavior from training history.

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  • Understanding Goal Generalisation in Sequential Reinforcement Learning cs.LG · 2026-05-22 · unverdicted · none · ref 13

    Empirical analysis of over 100 sequential RL training pipelines across 250+ OOD environments finds salient features drive generalization and early goals persist, with latent policy gradients simulating latent variable evolution to predict OOD behavior from training history.