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math.ST2025

Time-uniform concentration bounds for iterative algorithms

Tuan Pham, Alessandro Rinaldo, Purnamrita Sarkar

We develop a new framework for deriving time-uniform concentration bounds for the output of stochastic sequential algorithms satisfying certain recursive inequalities akin to those…