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Home/Authors/Dhruv Sarkar

Dhruv Sarkar

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26

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Info Theory×1ML×1

Frequent co-authors

Vaneet Aggarwal1×

Research Timeline

2026
Nonlinear Two-Time-Scale Stochastic Approximation: A Sharp Phase Transition and How to Beat It

This paper analyzes the finite-time behavior of nonlinear two-time-scale stochastic approximation and identifies a sharp boundary for decoupling the $k^{-1}$ rate.

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Papers

cs.ITcs.LGTheoreticalRecentJun 12, 2026

Nonlinear Two-Time-Scale Stochastic Approximation: A Sharp Phase Transition and How to Beat It

Dhruv Sarkar, Vaneet Aggarwal

This paper analyzes the finite-time behavior of nonlinear two-time-scale stochastic approximation and identifies a sharp boundary for decoupling the $k^{-1}$ rate.

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