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Papers
Faster Low-Rank Approximation and Kernel Ridge Regression via the Block-Nyström Method
COLT 2025
LoRA-One: One-Step Full Gradient Could Suffice for Fine-Tuning Large Language Models, Provably and Efficiently
ICML 2025
On The Concurrence of Layer-wise Preconditioning Methods and Provable Feature Learning
ICML 2025
Structured Preconditioners in Adaptive Optimization: A Unified Analysis
ICML 2025
Can Looped Transformers Learn to Implement Multi-step Gradient Descent for In-context Learning?
ICML 2024
Error Feedback Can Accurately Compress Preconditioners
ICML 2024
Neural operators meet conjugate gradients: The FCG-NO method for efficient PDE solving
ICML 2024
Riemannian Preconditioned LoRA for Fine-Tuning Foundation Models
ICML 2024