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dimensionality

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randomized subspace optimization (1) bit (1) shampoo (1) subproblems (1) activation (1) optimizer state (1) communication constraint (1) adaptive subgradient method (1) frequent direction (1) estimation error (1)

Papers

A Memory Efficient Randomized Subspace Optimization Method for Training Large Language Models ICML 2025 Dimension-Free Adaptive Subgradient Methods with Frequent Directions ICML 2025 Fundamental Limits of Distributed Covariance Matrix Estimation Under Communication Constraints ICML 2024