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Dynamic programming and optimal con trol 4th edition, volume ii

2 Pith papers cite this work. Polarity classification is still indexing.

2 Pith papers citing it

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2026 2

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UNVERDICTED 2

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representative citing papers

Switching-Geometry Analysis of Deflated Q-Value Iteration

math.OC · 2026-05-11 · unverdicted · novelty 7.0

Deflated Q-value iteration admits a projected switching-system model whose joint spectral radius can be strictly smaller than the discount factor, yielding a sharper convergence characterization while leaving the greedy policy sequence unchanged.

A Switching System Theory of Q-Learning with Linear Function Approximation

cs.LG · 2026-05-10 · unverdicted · novelty 7.0 · 2 refs

Derives an exact linear switched model for the mean dynamics of Q-learning with linear function approximation and relates convergence to joint spectral radius stability of the switched system, extending the view to stochastic and regularized cases.

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Showing 2 of 2 citing papers.

  • Switching-Geometry Analysis of Deflated Q-Value Iteration math.OC · 2026-05-11 · unverdicted · none · ref 2

    Deflated Q-value iteration admits a projected switching-system model whose joint spectral radius can be strictly smaller than the discount factor, yielding a sharper convergence characterization while leaving the greedy policy sequence unchanged.

  • A Switching System Theory of Q-Learning with Linear Function Approximation cs.LG · 2026-05-10 · unverdicted · none · ref 2 · 2 links

    Derives an exact linear switched model for the mean dynamics of Q-learning with linear function approximation and relates convergence to joint spectral radius stability of the switched system, extending the view to stochastic and regularized cases.