DyLoRA: Parameter Efficient Tuning of Pre-trained Models using Dynamic Search-Free Low-Rank Adaptation

14 October 2022

Papers citing "DyLoRA: Parameter Efficient Tuning of Pre-trained Models using Dynamic Search-Free Low-Rank Adaptation"

35 / 35 papers shown

Title
Beyond Low-rank Decomposition: A Shortcut Approach for Efficient On-Device Learning Le-Trung Nguyen Ael Quélennec Van-Tam Nguyen Enzo Tartaglione 45 0 0 08 May 2025
A Survey on Parameter-Efficient Fine-Tuning for Foundation Models in Federated Learning Jieming Bian Yuanzhe Peng Lei Wang Yin Huang Jie Xu FedML 65 0 0 29 Apr 2025
Towards Symmetric Low-Rank Adapters Tales Panoutsos Rodrygo L. T. Santos Flavio Figueiredo 33 0 0 29 Mar 2025
NEAT: Nonlinear Parameter-efficient Adaptation of Pre-trained Models Yibo Zhong Haoxiang Jiang Lincan Li Ryumei Nakada Tianci Liu Linjun Zhang Huaxiu Yao Haoyu Wang 79 2 0 24 Feb 2025
Low-Rank Agent-Specific Adaptation (LoRASA) for Multi-Agent Policy Learning Beining Zhang Aditya Kapoor Mingfei Sun 54 0 0 08 Feb 2025
LoCA: Location-Aware Cosine Adaptation for Parameter-Efficient Fine-Tuning Zhekai Du Yinjie Min Jingjing Li Ke Lu Changliang Zou Liuhua Peng Tingjin Chu Mingming Gong 174 1 0 05 Feb 2025
TabPFN Unleashed: A Scalable and Effective Solution to Tabular Classification Problems Si-Yang Liu Han-Jia Ye 68 6 0 04 Feb 2025
Memory-Efficient Fine-Tuning of Transformers via Token Selection Antoine Simoulin Namyong Park Xiaoyi Liu Grey Yang 115 0 0 31 Jan 2025
Spectral-Aware Low-Rank Adaptation for Speaker Verification Zhe Li Man-Wai Mak Mert Pilanci Hung-yi Lee Helen Meng 41 0 0 07 Jan 2025
KaSA: Knowledge-Aware Singular-Value Adaptation of Large Language Models Fan Wang Juyong Jiang Chansung Park Sunghun Kim Jing Tang 94 1 0 08 Dec 2024
Parameter-Efficient Fine-Tuning in Large Models: A Survey of Methodologies Liwen Wang Sheng Chen Linnan Jiang Shu Pan Runze Cai Sen Yang Fei Yang 49 3 0 24 Oct 2024
LoRTA: Low Rank Tensor Adaptation of Large Language Models Ignacio Hounie Charilaos I. Kanatsoulis Arnuv Tandon Alejandro Ribeiro 36 0 0 05 Oct 2024
Retrieval Augmented Generation (RAG) and Beyond: A Comprehensive Survey on How to Make your LLMs use External Data More Wisely Siyun Zhao Yuqing Yang Zilong Wang Zhiyuan He Luna Qiu Lili Qiu SyDa RALM 3DV 44 35 0 23 Sep 2024
KIND: Knowledge Integration and Diversion for Training Decomposable Models Yucheng Xie Fu Feng Jing Wang Jing Wang Yong Rui Xin Geng VLM 36 3 0 14 Aug 2024
Low-Rank Interconnected Adaptation Across Layers Yibo Zhong Yao Zhou OffRL MoE 48 1 0 13 Jul 2024
Pareto Low-Rank Adapters: Efficient Multi-Task Learning with Preferences Nikolaos Dimitriadis Pascal Frossard F. Fleuret MoE 67 6 0 10 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
Light-PEFT: Lightening Parameter-Efficient Fine-Tuning via Early Pruning Naibin Gu Peng Fu Xiyu Liu Bowen Shen Zheng-Shen Lin Weiping Wang 38 6 0 06 Jun 2024
Low-Rank Adaption on Transformer-based Oriented Object Detector for Satellite Onboard Processing of Remote Sensing Images Xinyang Pu Feng Xu 32 3 0 04 Jun 2024
DP-DyLoRA: Fine-Tuning Transformer-Based Models On-Device under Differentially Private Federated Learning using Dynamic Low-Rank Adaptation Jie Xu Karthikeyan P. Saravanan Rogier van Dalen Haaris Mehmood David Tuckey Mete Ozay 56 6 0 10 May 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
Block-wise LoRA: Revisiting Fine-grained LoRA for Effective Personalization and Stylization in Text-to-Image Generation Likun Li Haoqi Zeng Changpeng Yang Haozhe Jia Di Xu DiffM 34 4 0 12 Mar 2024
LORS: Low-rank Residual Structure for Parameter-Efficient Network Stacking Jialin Li Qiang Nie Weifu Fu Yuhuan Lin Guangpin Tao Yong-Jin Liu Chengjie Wang 38 4 0 07 Mar 2024
Let Your Graph Do the Talking: Encoding Structured Data for LLMs Bryan Perozzi Bahare Fatemi Dustin Zelle Anton Tsitsulin Mehran Kazemi Rami Al-Rfou Jonathan J. Halcrow GNN 42 55 0 08 Feb 2024
MELO: Enhancing Model Editing with Neuron-Indexed Dynamic LoRA Lang Yu Qin Chen Jie Zhou Liang He KELM 17 45 0 19 Dec 2023
Run LoRA Run: Faster and Lighter LoRA Implementations Daria Cherniuk A. Mikhalev Ivan Oseledets AI4CE 22 1 0 06 Dec 2023
Matrix Compression via Randomized Low Rank and Low Precision Factorization R. Saha Varun Srivastava Mert Pilanci 26 19 0 17 Oct 2023
AMR Parsing with Instruction Fine-tuned Pre-trained Language Models Young-Suk Lee Ramón Fernández Astudillo Radu Florian Tahira Naseem Salim Roukos 27 4 0 24 Apr 2023
AutoPEFT: Automatic Configuration Search for Parameter-Efficient Fine-Tuning Han Zhou Xingchen Wan Ivan Vulić Anna Korhonen 21 45 0 28 Jan 2023
Efficient Methods for Natural Language Processing: A Survey Marcos Vinícius Treviso Ji-Ung Lee Tianchu Ji Betty van Aken Qingqing Cao ... Emma Strubell Niranjan Balasubramanian Leon Derczynski Iryna Gurevych Roy Schwartz 30 109 0 31 Aug 2022
Pro-KD: Progressive Distillation by Following the Footsteps of the Teacher Mehdi Rezagholizadeh A. Jafari Puneeth Salad Pranav Sharma Ali Saheb Pasand A. Ghodsi 79 17 0 16 Oct 2021
KroneckerBERT: Learning Kronecker Decomposition for Pre-trained Language Models via Knowledge Distillation Marzieh S. Tahaei Ella Charlaix V. Nia A. Ghodsi Mehdi Rezagholizadeh 46 22 0 13 Sep 2021
The Power of Scale for Parameter-Efficient Prompt Tuning Brian Lester Rami Al-Rfou Noah Constant VPVLM 280 3,858 0 18 Apr 2021
Improving neural networks by preventing co-adaptation of feature detectors Geoffrey E. Hinton Nitish Srivastava A. Krizhevsky Ilya Sutskever Ruslan Salakhutdinov VLM 266 7,636 0 03 Jul 2012