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

v1v2 (latest)

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

6 February 2024

Volodymyr Kuleshov

Christopher De Sa

ArXiv (abs)PDF HTML Github (534★)

Papers citing "QuIP#: Even Better LLM Quantization with Hadamard Incoherence and Lattice Codebooks"

17 / 17 papers shown

Title
QuantX: A Framework for Hardware-Aware Quantization of Generative AI Workloads Khurram Mazher Saad Bin Nasir MQ 92 0 0 12 May 2025
Quantization Error Propagation: Revisiting Layer-Wise Post-Training Quantization Yamato Arai Yuma Ichikawa MQ 96 0 0 13 Apr 2025
SpinQuant: LLM quantization with learned rotations Zechun Liu Changsheng Zhao Igor Fedorov Bilge Soran Dhruv Choudhary Raghuraman Krishnamoorthi Vikas Chandra Yuandong Tian Tijmen Blankevoort MQ 236 124 0 21 Feb 2025
Benchmarking Post-Training Quantization in LLMs: Comprehensive Taxonomy, Unified Evaluation, and Comparative Analysis Jiaqi Zhao Ming Wang Miao Zhang Yuzhang Shang Xuebo Liu Yaowei Wang Min Zhang Liqiang Nie MQ 167 2 0 18 Feb 2025
ParetoQ: Scaling Laws in Extremely Low-bit LLM Quantization Zechun Liu Changsheng Zhao Hanxian Huang Sijia Chen Jing Zhang ... Yuandong Tian Bilge Soran Raghuraman Krishnamoorthi Tijmen Blankevoort Vikas Chandra MQ 149 10 0 04 Feb 2025
Fast Matrix Multiplications for Lookup Table-Quantized LLMs Han Guo William Brandon Radostin Cholakov Jonathan Ragan-Kelley Eric P. Xing Yoon Kim MQ 152 16 0 20 Jan 2025
LUT-DLA: Lookup Table as Efficient Extreme Low-Bit Deep Learning Accelerator Guoyu Li Shengyu Ye Chong Chen Yang Wang Fan Yang Ting Cao Cheng Liu Mohamed M. Sabry Mao Yang MQ 370 0 0 18 Jan 2025
GQSA: Group Quantization and Sparsity for Accelerating Large Language Model Inference Chao Zeng Songwei Liu Shu Yang Fangmin Chen Xing Mei Lean Fu MQ 85 0 0 23 Dec 2024
EoRA: Fine-tuning-free Compensation for Compressed LLM with Eigenspace Low-Rank Approximation Shih-yang Liu Huck Yang Nai Chit Fung Charbel Sakr Hongxu Yin ... Jan Kautz Yu-Chun Wang Pavlo Molchanov Min-Hung Chen Min-Hung Chen MQ 85 0 0 28 Oct 2024
FlatQuant: Flatness Matters for LLM Quantization Yuxuan Sun Ruikang Liu Haoli Bai Han Bao Kang Zhao ... Lu Hou Chun Yuan Xin Jiang Wen Liu Jun Yao MQ 145 10 0 12 Oct 2024
Mixture Compressor for Mixture-of-Experts LLMs Gains More Wei Huang Yue Liao Jianhui Liu Ruifei He Haoru Tan Shiming Zhang Hongsheng Li Si Liu Xiaojuan Qi MoE 89 4 0 08 Oct 2024
OAC: Output-adaptive Calibration for Accurate Post-training Quantization Ali Edalati Alireza Ghaffari M. Asgharian Lu Hou Boxing Chen Vahid Partovi Nia V. Nia MQ 128 0 0 23 May 2024
SliM-LLM: Salience-Driven Mixed-Precision Quantization for Large Language Models Wei Huang Haotong Qin Yangdong Liu Yawei Li Qinshuo Liu Xianglong Liu Luca Benini Michele Magno Shiming Zhang Xiaojuan Qi MQ 121 19 0 23 May 2024
Medusa: Simple LLM Inference Acceleration Framework with Multiple Decoding Heads Tianle Cai Yuhong Li Zhengyang Geng Hongwu Peng Jason D. Lee De-huai Chen Tri Dao 149 313 0 19 Jan 2024
OmniQuant: Omnidirectionally Calibrated Quantization for Large Language Models Wenqi Shao Mengzhao Chen Zhaoyang Zhang Peng Xu Lirui Zhao Zhiqiang Li Kaipeng Zhang Peng Gao Yu Qiao Ping Luo MQ 92 202 0 25 Aug 2023
HyenaDNA: Long-Range Genomic Sequence Modeling at Single Nucleotide Resolution Eric N. D. Nguyen Michael Poli Marjan Faizi A. Thomas Callum Birch-Sykes ... Stefano Massaroli Yoshua Bengio Stefano Ermon S. Baccus Christopher Ré MedIm 86 256 0 27 Jun 2023
Up or Down? Adaptive Rounding for Post-Training Quantization Markus Nagel Rana Ali Amjad M. V. Baalen Christos Louizos Tijmen Blankevoort MQ 90 586 0 22 Apr 2020

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