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Papers
How to set AdamW’s weight decay as you scale model and dataset size
ICML 2025
MARS: Unleashing the Power of Variance Reduction for Training Large Models
ICML 2025
Stacey: Promoting Stochastic Steepest Descent via Accelerated ℓ_p-Smooth Nonconvex Optimization
ICML 2025
The Sharpness Disparity Principle in Transformers for Accelerating Language Model Pre-Training
ICML 2025
Implicit Bias of AdamW: ℓ_∞-Norm Constrained Optimization
ICML 2024
Riemannian Preconditioned LoRA for Fine-Tuning Foundation Models
ICML 2024