"hardware efficiency" Papers

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Effective Interplay between Sparsity and Quantization: From Theory to Practice

Simla Harma, Ayan Chakraborty, Elizaveta Kostenok et al.

ICLR 2025arXiv:2405.20935
19
citations

A2Q+: Improving Accumulator-Aware Weight Quantization

Ian Colbert, Alessandro Pappalardo, Jakoba Petri-Koenig et al.

ICML 2024arXiv:2401.10432
10
citations

BiE: Bi-Exponent Block Floating-Point for Large Language Models Quantization

Lancheng Zou, Wenqian Zhao, Shuo Yin et al.

ICML 2024