Asymptotic Time-Uniform Inference for Parameters in Averaged Stochastic Approximation

Chuhan Xie, Kaicheng Jin, Jiadong Liang +1

We study time-uniform statistical inference for parameters in stochastic approximation (SA), which encompasses a bunch of applications in optimization and machine learning. To that…