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cs.LG 1

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2025 1

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Universal Approximation Theorem of Deep Q-Networks

cs.LG · 2025-05-04 · reject · novelty 3.0

A DQN built from residual blocks inherits universal approximation for continuous Q-functions, but the claimed convergence proof assumes the Lyapunov condition and exact representability that essentially assert the result.

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  • Universal Approximation Theorem of Deep Q-Networks cs.LG · 2025-05-04 · reject · none · ref 4

    A DQN built from residual blocks inherits universal approximation for continuous Q-functions, but the claimed convergence proof assumes the Lyapunov condition and exact representability that essentially assert the result.