"gradient sparsification" Papers

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Mini-batch Coresets for Memory-efficient Language Model Training on Data Mixtures

Dang Nguyen, Wenhan Yang, Rathul Anand et al.

ICLR 2025arXiv:2407.19580

Sparsity Outperforms Low-Rank Projections in Few-Shot Adaptation

Nairouz Mrabah, Nicolas Richet, Ismail Ayed et al.

ICCV 2025arXiv:2504.12436

Achieving Lossless Gradient Sparsification via Mapping to Alternative Space in Federated Learning

Do-Yeon Kim, Dong-Jun Han, Jun Seo et al.

Error Feedback Can Accurately Compress Preconditioners

Ionut-Vlad Modoranu, Aleksei Kalinov, Eldar Kurtic et al.

ICML 2024arXiv:2306.06098