A Novel Adaptive PID Optimizer of Deep Neural Networks. - Weishan Tang; Yixin Zhao; Wenjing Xie; Wei Huang (ICONIP (5), 2021)

A new hybrid optimizer for stochastic optimization acceleration of deep neural networks: Dynamical system perspective. - Wenjing Xie; Weishan Tang; Yujia Kuang (Neurocomputing, 2022)