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20232026
most citedAn SDE Perspective on Stochastic Inertial Gradient Dynamics with Time-Dependent Viscosity and Geometric Damping

1 citations · 1 across the 9 of their papers we have counts for

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math.OC2023

Accelerated Gradient Dynamics on Riemannian Manifolds: Faster Rate and Trajectory Convergence

Tejas Natu, Camille Castera, Jalal Fadili +1

In order to minimize a differentiable geodesically convex function, we study a second-order dynamical system on Riemannian manifolds with an asymptotically vanishing damping term o…

math.OC2023

Near-optimal Closed-loop Method via Lyapunov Damping for Convex Optimization

Severin Maier, Camille Castera, Peter Ochs

We introduce an autonomous system with closed-loop damping for first-order convex optimization. While, to this day, optimal rates of convergence are almost exclusively achieved by…