Yin Liu

Stochastic Optimization Algorithms for Problems with Controllable Biased Oracles

2023 · arXiv (Cornell University)

Motivated by emerging applications in machine learning, we consider an optimization problem in a general form where the gradient of the objective function is available through a biased stochastic oracle. We assume a bias-control parameter …