On the Effectiveness of Parameter-Efficient Fine-Tuning

28 November 2022

Haoran Yang

Papers citing "On the Effectiveness of Parameter-Efficient Fine-Tuning"

37 / 37 papers shown

Title
PATFinger: Prompt-Adapted Transferable Fingerprinting against Unauthorized Multimodal Dataset Usage Wenbo Zhang Ju Jia Xiaojun Jia Yihao Huang Xuzhao Li Cong Wu Lina Wang AAML 38 0 0 15 Apr 2025
Statistical Deficiency for Task Inclusion Estimation Loïc Fosse Frédéric Béchet Benoit Favre Géraldine Damnati Gwénolé Lecorvé Maxime Darrin Philippe Formont Pablo Piantanida 139 0 0 07 Mar 2025
Parameter-Efficient Fine-Tuning of Large Language Models via Deconvolution in Subspace Jia-Chen Zhang Yu-Jie Xiong Chun-Ming Xia Dong-Hai Zhu Xi-He Qiu 66 1 0 03 Mar 2025
GSQ-Tuning: Group-Shared Exponents Integer in Fully Quantized Training for LLMs On-Device Fine-tuning Sifan Zhou Shuo Wang Zhihang Yuan Mingjia Shi Yuzhang Shang Dawei Yang ALM MQ 90 0 0 18 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
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
DARE the Extreme: Revisiting Delta-Parameter Pruning For Fine-Tuned Models Wenlong Deng Yize Zhao V. Vakilian Minghui Chen Xiaoxiao Li Christos Thrampoulidis 39 3 0 12 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
PACE: Marrying generalization in PArameter-efficient fine-tuning with Consistency rEgularization Yao Ni Shan Zhang Piotr Koniusz 148 2 0 25 Sep 2024
AlpaPICO: Extraction of PICO Frames from Clinical Trial Documents Using LLMs Madhusudan Ghosh Shrimon Mukherjee Asmit Ganguly Partha Basuchowdhuri S. Naskar Debasis Ganguly 34 7 0 15 Sep 2024
Risks When Sharing LoRA Fine-Tuned Diffusion Model Weights Dixi Yao 20 1 0 13 Sep 2024
Mobile Edge Intelligence for Large Language Models: A Contemporary Survey Guanqiao Qu Qiyuan Chen Wei Wei Zheng Lin Xianhao Chen Kaibin Huang 42 43 0 09 Jul 2024
SAFT: Towards Out-of-Distribution Generalization in Fine-Tuning Bac Nguyen Stefan Uhlich Fabien Cardinaux Lukas Mauch Marzieh Edraki Aaron Courville OODD CLL VLM 54 3 0 03 Jul 2024
Leveraging Parameter-Efficient Transfer Learning for Multi-Lingual Text-to-Speech Adaptation Yingting Li Ambuj Mehrish Bryan Chew Bo Cheng Soujanya Poria 40 0 0 25 Jun 2024
Auto-selected Knowledge Adapters for Lifelong Person Re-identification Xuelin Qian Ruiqi Wu Gong Cheng Junwei Han CLL 52 2 0 29 May 2024
$$\textit{Trans-LoRA}$: towards data-free Transferable Parameter Efficient Finetuning$ $\textit{Trans-LoRA}$ : towards data-free Transferable Parameter Efficient Finetuning Runqian Wang Soumya Ghosh David D. Cox Diego Antognini Aude Oliva Rogerio Feris Leonid Karlinsky 34 1 0 27 May 2024
HFT: Half Fine-Tuning for Large Language Models Tingfeng Hui Zhenyu Zhang Shuohuan Wang Weiran Xu Yu Sun Hua-Hong Wu CLL 39 4 0 29 Apr 2024
LoRA Dropout as a Sparsity Regularizer for Overfitting Control Yang Lin Xinyu Ma Xu Chu Yujie Jin Zhibang Yang Yasha Wang Hong-yan Mei 52 19 0 15 Apr 2024
How to build the best medical image segmentation algorithm using foundation models: a comprehensive empirical study with Segment Anything Model Han Gu Haoyu Dong Jichen Yang Maciej Mazurowski MedIm VLM 80 14 0 15 Apr 2024
PiSSA: Principal Singular Values and Singular Vectors Adaptation of Large Language Models Fanxu Meng Zhaohui Wang Muhan Zhang VLM 64 70 0 03 Apr 2024
CREMA: Generalizable and Efficient Video-Language Reasoning via Multimodal Modular Fusion Shoubin Yu Jaehong Yoon Mohit Bansal 77 4 0 08 Feb 2024
How Useful is Continued Pre-Training for Generative Unsupervised Domain Adaptation? Rheeya Uppaal Yixuan Li Junjie Hu 37 4 0 31 Jan 2024
Large Language Models for Conducting Advanced Text Analytics Information Systems Research Benjamin Ampel Chi-Heng Yang Junjie Hu Hsinchun Chen 33 7 0 27 Dec 2023
A Comprehensive Evaluation of Parameter-Efficient Fine-Tuning on Software Engineering Tasks Wentao Zou Qi Li Jidong Ge Chuanyi Li Xiaoyu Shen LiGuo Huang Bin Luo 24 5 0 25 Dec 2023
DEFT: Data Efficient Fine-Tuning for Pre-Trained Language Models via Unsupervised Core-Set Selection Devleena Das Vivek Khetan 26 0 0 25 Oct 2023
Audio Editing with Non-Rigid Text Prompts Francesco Paissan Luca Della Libera Zhepei Wang Mirco Ravanelli Paris Smaragdis Cem Subakan DiffM 46 5 0 19 Oct 2023
TADA: Efficient Task-Agnostic Domain Adaptation for Transformers Chia-Chien Hung Lukas Lange Jannik Strötgen 30 9 0 22 May 2023
A Stability Analysis of Fine-Tuning a Pre-Trained Model Z. Fu Anthony Man-Cho So Nigel Collier 23 3 0 24 Jan 2023
Towards Robust Low-Resource Fine-Tuning with Multi-View Compressed Representations Linlin Liu Xingxuan Li Megh Thakkar Xin Li Shafiq R. Joty Luo Si Lidong Bing 27 2 0 16 Nov 2022
P-Tuning v2: Prompt Tuning Can Be Comparable to Fine-tuning Universally Across Scales and Tasks Xiao Liu Kaixuan Ji Yicheng Fu Weng Lam Tam Zhengxiao Du Zhilin Yang Jie Tang VLM 238 806 0 14 Oct 2021
Raise a Child in Large Language Model: Towards Effective and Generalizable Fine-tuning Runxin Xu Fuli Luo Zhiyuan Zhang Chuanqi Tan Baobao Chang Songfang Huang Fei Huang LRM 145 178 0 13 Sep 2021
The Power of Scale for Parameter-Efficient Prompt Tuning Brian Lester Rami Al-Rfou Noah Constant VPVLM 280 3,848 0 18 Apr 2021
A Theoretical Analysis of the Repetition Problem in Text Generation Z. Fu Wai Lam Anthony Man-Cho So Bei Shi 77 90 0 29 Dec 2020
Pre-trained Models for Natural Language Processing: A Survey Xipeng Qiu Tianxiang Sun Yige Xu Yunfan Shao Ning Dai Xuanjing Huang LM&MA VLM 243 1,452 0 18 Mar 2020
FreeLB: Enhanced Adversarial Training for Natural Language Understanding Chen Zhu Yu Cheng Zhe Gan S. Sun Tom Goldstein Jingjing Liu AAML 223 438 0 25 Sep 2019
Mixout: Effective Regularization to Finetune Large-scale Pretrained Language Models Cheolhyoung Lee Kyunghyun Cho Wanmo Kang MoE 249 205 0 25 Sep 2019
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 297 6,959 0 20 Apr 2018