"llm compression" Papers

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Learning Grouped Lattice Vector Quantizers for Low-Bit LLM Compression

Xi Zhang, Xiaolin Wu, Jiamang Wang et al.

NEURIPS 2025arXiv:2510.20984

The Lottery LLM Hypothesis, Rethinking What Abilities Should LLM Compression Preserve?

Zhenheng Tang, Xiang Liu, Qian Wang et al.

ICLR 2025arXiv:2502.17535
11
citations

QuIP$\#$: Even Better LLM Quantization with Hadamard Incoherence and Lattice Codebooks

Albert Tseng, Jerry Chee, Qingyao Sun et al.

ICML 2024arXiv:2402.04396
241
citations