"memory footprint optimization" Papers

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Small Batch Size Training for Language Models: When Vanilla SGD Works, and Why Gradient Accumulation is Wasteful

Martin Marek, Sanae Lotfi, Aditya Somasundaram et al.

NEURIPS 2025arXiv:2507.07101
22
citations

Extreme Compression of Large Language Models via Additive Quantization

Vage Egiazarian, Andrei Panferov, Denis Kuznedelev et al.

ICML 2024arXiv:2401.06118
160
citations