QA-LoRA: Quantization-Aware Low-Rank Adaptation of Large Language Models

26 September 2023

Xiaotao Gu

Papers citing "QA-LoRA: Quantization-Aware Low-Rank Adaptation of Large Language Models"

21 / 21 papers shown

Title
PaCA: Partial Connection Adaptation for Efficient Fine-Tuning Sunghyeon Woo Sol Namkung Sunwoo Lee Inho Jeong Beomseok Kim Dongsuk Jeon 39 0 0 28 Feb 2025
GaLore $+$ : Boosting Low-Rank Adaptation for LLMs with Cross-Head Projection Xutao Liao Shaohui Li Yuhui Xu Zhi Li Y. Liu You He VLM 59 2 0 31 Dec 2024
EoRA: Training-free Compensation for Compressed LLM with Eigenspace Low-Rank Approximation Shih-yang Liu Huck Yang Nai Chit Fung Nai Chit Fung Hongxu Yin ... Jan Kautz Yu-Chun Wang Pavlo Molchanov Min-Hung Chen Min-Hung Chen MQ 31 0 0 28 Oct 2024
Parameter-Efficient Fine-Tuning in Large Models: A Survey of Methodologies L. Wang Sheng Chen Linnan Jiang Shu Pan Runze Cai Sen Yang Fei Yang 49 3 0 24 Oct 2024
Fine-tuning and Prompt Engineering with Cognitive Knowledge Graphs for Scholarly Knowledge Organization Gollam Rabby Sören Auer Jennifer D'Souza A. Oelen 127 2 0 10 Sep 2024
Why Are My Prompts Leaked? Unraveling Prompt Extraction Threats in Customized Large Language Models Zi Liang Haibo Hu Qingqing Ye Yaxin Xiao Haoyang Li AAML ELM SILM 48 6 0 05 Aug 2024
ThinK: Thinner Key Cache by Query-Driven Pruning Yuhui Xu Zhanming Jie Hanze Dong Lei Wang Xudong Lu Aojun Zhou Amrita Saha Caiming Xiong Doyen Sahoo 72 14 0 30 Jul 2024
EfficientQAT: Efficient Quantization-Aware Training for Large Language Models Mengzhao Chen Wenqi Shao Peng Xu Jiahao Wang Peng Gao Kaipeng Zhang Yu Qiao MQ 46 24 0 10 Jul 2024
SpikeLLM: Scaling up Spiking Neural Network to Large Language Models via Saliency-based Spiking Xingrun Xing Boyan Gao Zheng Zhang David A. Clifton Shitao Xiao LI DU Guoqi Li Jiajun Zhang 55 5 0 05 Jul 2024
CorDA: Context-Oriented Decomposition Adaptation of Large Language Models for Task-Aware Parameter-Efficient Fine-tuning Yibo Yang Xiaojie Li Zhongzhu Zhou Shuaiwen Leon Song Jianlong Wu Liqiang Nie Guohao Li 45 6 0 07 Jun 2024
LCQ: Low-Rank Codebook based Quantization for Large Language Models Wen-Pu Cai Wu-Jun Li Wu-Jun Li MQ 46 0 0 31 May 2024
I-LLM: Efficient Integer-Only Inference for Fully-Quantized Low-Bit Large Language Models Xing Hu Yuan Cheng Dawei Yang Zhihang Yuan Jiangyong Yu Chen Xu Sifan Zhou MQ 36 7 0 28 May 2024
An empirical study of LLaMA3 quantization: from LLMs to MLLMs Wei Huang Xingyu Zheng Xudong Ma Haotong Qin Chengtao Lv Hong Chen Jie Luo Xiaojuan Qi Xianglong Liu Michele Magno MQ 59 38 0 22 Apr 2024
PiSSA: Principal Singular Values and Singular Vectors Adaptation of Large Language Models Fanxu Meng Zhaohui Wang Muhan Zhang VLM 64 73 0 03 Apr 2024
Introducing Routing Functions to Vision-Language Parameter-Efficient Fine-Tuning with Low-Rank Bottlenecks Tingyu Qu Tinne Tuytelaars Marie-Francine Moens MoE 46 2 0 14 Mar 2024
DropBP: Accelerating Fine-Tuning of Large Language Models by Dropping Backward Propagation Sunghyeon Woo Baeseong Park Byeongwook Kim Minjung Jo S. Kwon Dongsuk Jeon Dongsoo Lee 65 2 0 27 Feb 2024
Zero-shot Generative Large Language Models for Systematic Review Screening Automation Shuai Wang Harrisen Scells Shengyao Zhuang Martin Potthast Bevan Koopman Guido Zuccon 30 12 0 12 Jan 2024
NOLA: Compressing LoRA using Linear Combination of Random Basis Soroush Abbasi Koohpayegani K. Navaneet Parsa Nooralinejad Soheil Kolouri Hamed Pirsiavash 40 12 0 04 Oct 2023
Sparks of Artificial General Intelligence: Early experiments with GPT-4 Sébastien Bubeck Varun Chandrasekaran Ronen Eldan J. Gehrke Eric Horvitz ... Scott M. Lundberg Harsha Nori Hamid Palangi Marco Tulio Ribeiro Yi Zhang ELM AI4MH AI4CE ALM 298 2,232 0 22 Mar 2023
GLM-130B: An Open Bilingual Pre-trained Model Aohan Zeng Xiao Liu Zhengxiao Du Zihan Wang Hanyu Lai ... Jidong Zhai Wenguang Chen Peng-Zhen Zhang Yuxiao Dong Jie Tang BDL LRM 250 1,073 0 05 Oct 2022
Q-BERT: Hessian Based Ultra Low Precision Quantization of BERT Sheng Shen Zhen Dong Jiayu Ye Linjian Ma Z. Yao A. Gholami Michael W. Mahoney Kurt Keutzer MQ 233 576 0 12 Sep 2019