Adaptive Gradient Methods

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Nobody Has Proven the World's Favorite AI Optimizer Actually Works

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Ideas that show up alongside Adaptive Gradient Methods.

AdamW Convergence Analysis Convergence Lower Bounds Large Language Model Training Optimization Under Heavy-Tailed Noise Sign-Based Optimizers Stochastic Optimization Theory