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Generative Value Classifier

Q-learning is premised on learning a function to predict the value of a state-action pair, with the goal of using such a function to guide policy improvement. Most approaches learn this function from scratch using scalar or distributional return targets.

By Alexander Swerdlow, Perry Dong, Chelsea FinnarXiv cs.LG

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Originally published by arXiv cs.LG on Oct 19, 2026.

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