A universal adaptive proximal gradient method converges at rates matching standard proximal gradient methods up to logarithmic factors for three problem classes without requiring knowledge of problem parameters.
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Universal Adaptive Proximal Gradient Methods via Gradient Mapping Accumulation
A universal adaptive proximal gradient method converges at rates matching standard proximal gradient methods up to logarithmic factors for three problem classes without requiring knowledge of problem parameters.