Explicit Convergence Regions of PID-Damped Accelerated Gradient Methods in Nonconvex Optimization

Ailun Jian, Xun Li, Weigang Sun +1

Momentum-based accelerated gradient methods are widely adopted to expedite convergence in nonconvex optimization, but are prone to overshooting and oscillatory behavior. A class of…