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For everyx∈R m, the limit V ∞ ε (x) := lim t→∞ V t ε (x) exists, is finite

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cs.LG 1

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2026 1

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UNVERDICTED 1

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Lyapunov-Certified Direct Switching Theory for Q-Learning

cs.LG · 2026-04-21 · unverdicted · novelty 7.0

Q-learning error is recast as a switched linear recursion whose exponential rate is exactly the joint spectral radius of a direct switching family, yielding finite-time bounds via a product-defined Lyapunov function.

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  • Lyapunov-Certified Direct Switching Theory for Q-Learning cs.LG · 2026-04-21 · unverdicted · none · ref 34

    Q-learning error is recast as a switched linear recursion whose exponential rate is exactly the joint spectral radius of a direct switching family, yielding finite-time bounds via a product-defined Lyapunov function.