Neural Temporal-Difference Learning Converges to Global Optima

Qi Cai, Zhuoran Yang, Jason D. Lee, Zhaoran Wang

Feb-13-2026, 02:18:02 GMT–Neural Information Processing Systems

TD converges at a sublinear rate to the global optimum of the mean-squared projected Bellman error for policy evaluation.

artificial intelligence, machine learning, reinforcement learning, (12 more...)

Neural Information Processing Systems

Feb-13-2026, 02:18:02 GMT

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  - Reinforcement Learning (1.00)
  - Statistical Learning (1.00)

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