What is curvature-adaptive learning rate?

It adjusts learning rate based on local curvature of the loss surface.

Curvature-adaptive methods scale learning rates inversely with curvature (second derivative information). In steep curvature directions, smaller steps are taken; in flat regions, larger steps are allowed. This improves stability and convergence speed.