v1v2v3 (latest)

Memory Efficient Optimizers with 4-bit States

4 September 2023

Bingrui Li

Jianfei Chen

Jun Zhu

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Papers citing "Memory Efficient Optimizers with 4-bit States"

29 / 29 papers shown

Title
EMLoC: Emulator-based Memory-efficient Fine-tuning with LoRA Correction Hsi-Che Lin Yu-Chu Yu Kai-Po Chang Y. Wang 79 0 0 13 Jun 2025
Leveraging Coordinate Momentum in SignSGD and Muon: Memory-Optimized Zero-Order Egor Petrov Grigoriy Evseev Aleksey Antonov Andrey Veprikov Pavel Plyusnin Nikolay Bushkov Stanislav Moiseev Aleksandr Beznosikov 81 0 0 04 Jun 2025
MLorc: Momentum Low-rank Compression for Large Language Model Adaptation Wei Shen Zhang Yaxiang Minhui Huang Mengfan Xu Jiawei Zhang Cong Shen AI4CE 68 0 0 02 Jun 2025
GradPower: Powering Gradients for Faster Language Model Pre-Training Mingze Wang Jinbo Wang Jiaqi Zhang Wei Wang Peng Pei Xunliang Cai Weinan E Lei Wu 58 0 0 30 May 2025
In Search of Adam's Secret Sauce Antonio Orvieto Robert Gower 47 1 0 27 May 2025
Beyond the model: Key differentiators in large language models and multi-agent services Muskaan Goyal Pranav Bhasin LLMAG ELM 474 0 0 05 May 2025
Pushing the Limits of Low-Bit Optimizers: A Focus on EMA Dynamics Cong Xu Wenbin Liang Mo Yu Anan Liu Kai Zhang Lizhuang Ma Jiangming Wang Jun Wang Weinan Zhang Wei Zhang MQ 82 0 0 01 May 2025
Striving for Simplicity: Simple Yet Effective Prior-Aware Pseudo-Labeling for Semi-Supervised Ultrasound Image Segmentation Yaxiong Chen Yujie Wang Zixuan Zheng Jingliang Hu Yilei Shi Shengwu Xiong Xiao Xiang Zhu Lichao Mou 148 1 0 18 Mar 2025
Identifying Sensitive Weights via Post-quantization Integral Yuezhou Hu Weiyu Huang Zichen Liang Chong Chen Jintao Zhang Jun Zhu Jianfei Chen MQ 160 6 0 28 Feb 2025
LORENZA: Enhancing Generalization in Low-Rank Gradient LLM Training via Efficient Zeroth-Order Adaptive SAM Yehonathan Refael Iftach Arbel Ofir Lindenbaum Tom Tirer 169 1 0 26 Feb 2025
Irrational Complex Rotations Empower Low-bit Optimizers Zhen Tian Wayne Xin Zhao Ji-Rong Wen MQ 73 0 0 22 Jan 2025
AdaRankGrad: Adaptive Gradient-Rank and Moments for Memory-Efficient LLMs Training and Fine-Tuning Yehonathan Refael Jonathan Svirsky Boris Shustin Wasim Huleihel Ofir Lindenbaum 101 4 0 31 Dec 2024
No More Adam: Learning Rate Scaling at Initialization is All You Need Minghao Xu Lichuan Xiang Xu Cai Hongkai Wen 137 3 0 16 Dec 2024
FRUGAL: Memory-Efficient Optimization by Reducing State Overhead for Scalable Training Philip Zmushko Aleksandr Beznosikov Martin Takáč Samuel Horváth 78 2 0 12 Nov 2024
$100K or 100 Days: Trade-offs when Pre-Training with Academic Resources$ Apoorv Khandelwal Tian Yun Nihal V. Nayak Jack Merullo Stephen H. Bach Chen Sun Ellie Pavlick VLM AI4CE OnRL 109 2 0 30 Oct 2024
COAT: Compressing Optimizer states and Activation for Memory-Efficient FP8 Training Haocheng Xi Han Cai Ligeng Zhu Yaojie Lu Kurt Keutzer Jianfei Chen Song Han MQ 173 11 0 25 Oct 2024
Zeroth-Order Fine-Tuning of LLMs in Random Subspaces Ziming Yu Pan Zhou Sike Wang Jia Li Hua Huang 80 0 0 11 Oct 2024
Parameter-Efficient Fine-Tuning of Large Language Models using Semantic Knowledge Tuning Nusrat Jahan Prottasha Asif Mahmud Md. Shohanur Islam Sobuj Prakash Bhat Md. Kowsher Niloofar Yousefi O. Garibay 113 7 0 11 Oct 2024
SageAttention: Accurate 8-Bit Attention for Plug-and-play Inference Acceleration Jintao Zhang Jia Wei Pengle Zhang Jun-Jie Zhu Jun Zhu Jianfei Chen VLM MQ 186 39 0 03 Oct 2024
Propulsion: Steering LLM with Tiny Fine-Tuning Md. Kowsher Nusrat Jahan Prottasha Prakash Bhat 93 7 0 17 Sep 2024
Exploring Quantization for Efficient Pre-Training of Transformer Language Models Kamran Chitsaz Quentin Fournier Gonccalo Mordido Sarath Chandar MQ 95 4 0 16 Jul 2024
Grass: Compute Efficient Low-Memory LLM Training with Structured Sparse Gradients Aashiq Muhamed Oscar Li David Woodruff Mona Diab Virginia Smith 101 13 0 25 Jun 2024
Adam-mini: Use Fewer Learning Rates To Gain More Yushun Zhang Congliang Chen Ziniu Li Tian Ding Chenwei Wu Yinyu Ye Zhi-Quan Luo Ruoyu Sun 136 58 0 24 Jun 2024
H-Fac: Memory-Efficient Optimization with Factorized Hamiltonian Descent Son Nguyen Lizhang Chen Bo Liu Qiang Liu 114 5 0 14 Jun 2024
4-bit Shampoo for Memory-Efficient Network Training Sike Wang Jia Li Pan Zhou Hua Huang MQ 155 9 0 28 May 2024
VeLoRA: Memory Efficient Training using Rank-1 Sub-Token Projections Roy Miles Pradyumna Reddy Ismail Elezi Jiankang Deng VLM 73 7 0 28 May 2024
Adapprox: Adaptive Approximation in Adam Optimization via Randomized Low-Rank Matrices Pengxiang Zhao Ping Li Yingjie Gu Yi Zheng Stephan Ludger Kölker Zhefeng Wang Xiaoming Yuan 54 2 0 22 Mar 2024
GaLore: Memory-Efficient LLM Training by Gradient Low-Rank Projection Jiawei Zhao Zhenyu Zhang Beidi Chen Zhangyang Wang A. Anandkumar Yuandong Tian 108 229 0 06 Mar 2024
QFT: Quantized Full-parameter Tuning of LLMs with Affordable Resources Zhikai Li Xiaoxuan Liu Banghua Zhu Zhen Dong Qingyi Gu Kurt Keutzer MQ 104 7 0 11 Oct 2023