FireQ: Fast INT4-FP8 Kernel and RoPE-aware Quantization for LLM Inference Acceleration

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FireQ: Fast INT4-FP8 Kernel and RoPE-aware Quantization for LLM Inference Acceleration

27 May 2025

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Papers citing "FireQ: Fast INT4-FP8 Kernel and RoPE-aware Quantization for LLM Inference Acceleration"

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Title
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 249 125 0 21 Feb 2025
FlashAttention-3: Fast and Accurate Attention with Asynchrony and Low-precision Jay Shah Ganesh Bikshandi Ying Zhang Vijay Thakkar Pradeep Ramani Tri Dao 132 157 0 11 Jul 2024
QServe: W4A8KV4 Quantization and System Co-design for Efficient LLM Serving Chengyue Wu Haotian Tang Shang Yang Zhekai Zhang Guangxuan Xiao Chuang Gan Song Han 140 96 0 07 May 2024
QuaRot: Outlier-Free 4-Bit Inference in Rotated LLMs Saleh Ashkboos Amirkeivan Mohtashami Maximilian L. Croci Bo Li Martin Jaggi Dan Alistarh Torsten Hoefler James Hensman MQ 115 183 0 30 Mar 2024
KVQuant: Towards 10 Million Context Length LLM Inference with KV Cache Quantization Coleman Hooper Sehoon Kim Hiva Mohammadzadeh Michael W. Mahoney Y. Shao Kurt Keutzer A. Gholami MQ 82 224 0 31 Jan 2024
Atom: Low-bit Quantization for Efficient and Accurate LLM Serving Yilong Zhao Chien-Yu Lin Kan Zhu Zihao Ye Lequn Chen Wenlei Bao Luis Ceze Arvind Krishnamurthy Tianqi Chen Baris Kasikci MQ 98 148 0 29 Oct 2023
Efficient Memory Management for Large Language Model Serving with PagedAttention Woosuk Kwon Zhuohan Li Siyuan Zhuang Ying Sheng Lianmin Zheng Cody Hao Yu Joseph E. Gonzalez Haotong Zhang Ion Stoica VLM 196 2,322 0 12 Sep 2023
Llama 2: Open Foundation and Fine-Tuned Chat Models Hugo Touvron Louis Martin Kevin R. Stone Peter Albert Amjad Almahairi ... Sharan Narang Aurelien Rodriguez Robert Stojnic Sergey Edunov Thomas Scialom AI4MH ALM 413 12,076 0 18 Jul 2023
AWQ: Activation-aware Weight Quantization for LLM Compression and Acceleration Ji Lin Jiaming Tang Haotian Tang Shang Yang Wei-Ming Chen Wei-Chen Wang Guangxuan Xiao Xingyu Dang Chuang Gan Song Han EDL MQ 104 578 0 01 Jun 2023
RoFormer: Enhanced Transformer with Rotary Position Embedding Jianlin Su Yu Lu Shengfeng Pan Ahmed Murtadha Bo Wen Yunfeng Liu 329 2,533 0 20 Apr 2021
PIQA: Reasoning about Physical Commonsense in Natural Language Yonatan Bisk Rowan Zellers Ronan Le Bras Jianfeng Gao Yejin Choi OOD LRM 186 1,847 0 26 Nov 2019
BoolQ: Exploring the Surprising Difficulty of Natural Yes/No Questions Christopher Clark Kenton Lee Ming-Wei Chang Tom Kwiatkowski Michael Collins Kristina Toutanova 244 1,560 0 24 May 2019
HellaSwag: Can a Machine Really Finish Your Sentence? Rowan Zellers Ari Holtzman Yonatan Bisk Ali Farhadi Yejin Choi 185 2,532 0 19 May 2019
Think you have Solved Question Answering? Try ARC, the AI2 Reasoning Challenge Peter Clark Isaac Cowhey Oren Etzioni Tushar Khot Ashish Sabharwal Carissa Schoenick Oyvind Tafjord ELM RALM LRM 198 2,670 0 14 Mar 2018
Pointer Sentinel Mixture Models Stephen Merity Caiming Xiong James Bradbury R. Socher RALM 343 2,900 0 26 Sep 2016