Asymmetry in Low-Rank Adapters of Foundation Models

Asymmetry in Low-Rank Adapters of Foundation Models

26 February 2024

Kristjan Greenewald

Haitz Sáez de Ocáriz Borde

Rickard Brüel-Gabrielsson

Marzyeh Ghassemi

Mikhail Yurochkin

Papers citing "Asymmetry in Low-Rank Adapters of Foundation Models"

9 / 9 papers shown

Title
DL-QAT: Weight-Decomposed Low-Rank Quantization-Aware Training for Large Language Models Wenjin Ke Zhe Li D. Li Lu Tian E. Barsoum MQ 35 1 0 12 Apr 2025
Parameter Efficient Merging for Multimodal Large Language Models with Complementary Parameter Adaptation Fanhu Zeng Haiyang Guo Fei Zhu Li Shen Hao Tang MoMe 49 1 0 24 Feb 2025
Robust Federated Finetuning of LLMs via Alternating Optimization of LoRA Shuangyi Chen Yuanxin Guo Yue Ju Harik Dalal Ashish Khisti 48 1 0 03 Feb 2025
Theoretical Insights into Fine-Tuning Attention Mechanism: Generalization and Optimization Xinhao Yao Hongjin Qian Xiaolin Hu Gengze Xu Wei Liu Jian Luan B. Wang Y. Liu 48 0 0 03 Oct 2024
Selective Aggregation for Low-Rank Adaptation in Federated Learning Pengxin Guo Shuang Zeng Y. Wang Huijie Fan Feifei Wang Liangqiong Qu FedML 36 8 0 02 Oct 2024
Compress then Serve: Serving Thousands of LoRA Adapters with Little Overhead Rickard Brüel-Gabrielsson Jiacheng Zhu Onkar Bhardwaj Leshem Choshen Kristjan Greenewald Mikhail Yurochkin Justin Solomon 30 5 0 17 Jun 2024
The Impact of Initialization on LoRA Finetuning Dynamics Soufiane Hayou Nikhil Ghosh Bin Yu AI4CE 34 10 0 12 Jun 2024
SuperLoRA: Parameter-Efficient Unified Adaptation of Multi-Layer Attention Modules Xiangyu Chen Jing Liu Ye Wang Pu Wang Matthew Brand Guanghui Wang T. Koike-Akino 35 7 0 18 Mar 2024
GLUE: A Multi-Task Benchmark and Analysis Platform for Natural Language Understanding Alex Jinpeng Wang Amanpreet Singh Julian Michael Felix Hill Omer Levy Samuel R. Bowman ELM 294 6,943 0 20 Apr 2018