Parameter-Efficient Fine-Tuning of Large Language Models via Deconvolution in Subspace

3 March 2025

Papers citing "Parameter-Efficient Fine-Tuning of Large Language Models via Deconvolution in Subspace"

25 / 25 papers shown

Title
DoRA: Weight-Decomposed Low-Rank Adaptation Shih-yang Liu Chien-Yi Wang Hongxu Yin Pavlo Molchanov Yu-Chiang Frank Wang Kwang-Ting Cheng Min-Hung Chen 94 400 0 14 Feb 2024
Sparse Low-rank Adaptation of Pre-trained Language Models Ning Ding Xingtai Lv Qiaosen Wang Yulin Chen Bowen Zhou Zhiyuan Liu Maosong Sun 72 64 0 20 Nov 2023
NOLA: Compressing LoRA using Linear Combination of Random Basis Soroush Abbasi Koohpayegani K. Navaneet Parsa Nooralinejad Soheil Kolouri Hamed Pirsiavash 98 16 0 04 Oct 2023
The Rise and Potential of Large Language Model Based Agents: A Survey Zhiheng Xi Wenxiang Chen Xin Guo Wei He Yiwen Ding ... Wenjuan Qin Yongyan Zheng Xipeng Qiu Xuanjing Huan Tao Gui LM&MA LM&Ro 3DV AI4CE 110 934 0 14 Sep 2023
LoRA-FA: Memory-efficient Low-rank Adaptation for Large Language Models Fine-tuning Longteng Zhang Lin Zhang Shaoshuai Shi Xiaowen Chu Yue Liu AI4CE 49 101 0 07 Aug 2023
Scaling Down to Scale Up: A Guide to Parameter-Efficient Fine-Tuning Vladislav Lialin Vijeta Deshpande Anna Rumshisky 98 176 0 28 Mar 2023
On the Effectiveness of Parameter-Efficient Fine-Tuning Z. Fu Haoran Yang Anthony Man-Cho So Wai Lam Lidong Bing Nigel Collier 66 158 0 28 Nov 2022
PLATON: Pruning Large Transformer Models with Upper Confidence Bound of Weight Importance Qingru Zhang Simiao Zuo Chen Liang Alexander Bukharin Pengcheng He Weizhu Chen T. Zhao 67 80 0 25 Jun 2022
PaLM: Scaling Language Modeling with Pathways Aakanksha Chowdhery Sharan Narang Jacob Devlin Maarten Bosma Gaurav Mishra ... Kathy Meier-Hellstern Douglas Eck J. Dean Slav Petrov Noah Fiedel PILM LRM 486 6,240 0 05 Apr 2022
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 874 12,973 0 04 Mar 2022
DeBERTaV3: Improving DeBERTa using ELECTRA-Style Pre-Training with Gradient-Disentangled Embedding Sharing Pengcheng He Jianfeng Gao Weizhu Chen 156 1,196 0 18 Nov 2021
LoRA: Low-Rank Adaptation of Large Language Models J. E. Hu Yelong Shen Phillip Wallis Zeyuan Allen-Zhu Yuanzhi Li Shean Wang Lu Wang Weizhu Chen OffRL AI4TS AI4CE ALM AIMat 466 10,367 0 17 Jun 2021
Prefix-Tuning: Optimizing Continuous Prompts for Generation Xiang Lisa Li Percy Liang 242 4,261 0 01 Jan 2021
DeBERTa: Decoding-enhanced BERT with Disentangled Attention Pengcheng He Xiaodong Liu Jianfeng Gao Weizhu Chen AAML 159 2,737 0 05 Jun 2020
AdapterFusion: Non-Destructive Task Composition for Transfer Learning Jonas Pfeiffer Aishwarya Kamath Andreas Rucklé Kyunghyun Cho Iryna Gurevych CLL MoMe 136 852 0 01 May 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 359 1,487 0 18 Mar 2020
Parameter-Efficient Transfer Learning for NLP N. Houlsby A. Giurgiu Stanislaw Jastrzebski Bruna Morrone Quentin de Laroussilhe Andrea Gesmundo Mona Attariyan Sylvain Gelly 210 4,460 0 02 Feb 2019
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.8K 94,891 0 11 Oct 2018
Know What You Don't Know: Unanswerable Questions for SQuAD Pranav Rajpurkar Robin Jia Percy Liang RALM ELM 279 2,845 0 11 Jun 2018
Neural Network Acceptability Judgments Alex Warstadt Amanpreet Singh Samuel R. Bowman 230 1,407 0 31 May 2018
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 1.1K 7,159 0 20 Apr 2018
A Broad-Coverage Challenge Corpus for Sentence Understanding through Inference Adina Williams Nikita Nangia Samuel R. Bowman 522 4,479 0 18 Apr 2017
SQuAD: 100,000+ Questions for Machine Comprehension of Text Pranav Rajpurkar Jian Zhang Konstantin Lopyrev Percy Liang RALM 283 8,134 0 16 Jun 2016
A guide to convolution arithmetic for deep learning Vincent Dumoulin Francesco Visin FAtt 3DH HAI 66 1,542 0 23 Mar 2016
Visualizing and Understanding Convolutional Networks Matthew D. Zeiler Rob Fergus FAtt SSL 595 15,882 0 12 Nov 2013