Develops and analyzes a BDF2-based second-order convex splitting algorithm for gradient flows with global convergence via Kurdyka-Łojasiewicz and efficiency gains over first-order methods.
Modern Nonconvex Nondifferentiable Optimization
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A boosted second-order convex splitting algorithm based on gradient flows
Develops and analyzes a BDF2-based second-order convex splitting algorithm for gradient flows with global convergence via Kurdyka-Łojasiewicz and efficiency gains over first-order methods.