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Shaan Ul Haque

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#reinforcement learning Open access Sep 2026

A Nonasymptotic Theory of Seminorm Lyapunov Stability: From Deterministic to Stochastic Iterative Algorithms

We study the problem of solving fixed-point equations for seminorm-contractive operators and establish foundational results on the nonasymptotic behavior of iterative algorithms in both deterministic and stochastic settings. In the deterministic setting, we present a fixed-point theorem for seminorm-contractive operato...

Zaiwei Chen, Sheng Zhang, Zhe Zhang et al. · 0 citations

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