Title
PaCA: Partial Connection Adaptation for Efficient Fine-Tuning Sunghyeon Woo Sol Namkung Sunwoo Lee Inho Jeong Beomseok Kim Dongsuk Jeon 95 0 0 28 Feb 2025
SubZero: Composing Subject, Style, and Action via Zero-Shot Personalization Shubhankar Borse K. Bhardwaj Mohammad Reza Karimi Dastjerdi Hyojin Park Shreya Kadambi ... Prathamesh Mandke Ankita Nayak Harris Teague Munawar Hayat Fatih Porikli DiffM 135 1 0 27 Feb 2025
Is Parameter Collision Hindering Continual Learning in LLMs? Shuo Yang Kun-Peng Ning Yu-Yang Liu Jia-Yu Yao Yong-Hong Tian Yi-Bing Song Li Yuan MoMe CLL 89 4 0 14 Oct 2024
Rapid Switching and Multi-Adapter Fusion via Sparse High Rank Adapters Kartikeya Bhardwaj N. Pandey Sweta Priyadarshi Viswanath Ganapathy Rafael Esteves ... Paul N. Whatmough Risheek Garrepalli M. V. Baalen Harris Teague Markus Nagel MoMe 47 0 0 22 Jul 2024
LoRA+: Efficient Low Rank Adaptation of Large Models Soufiane Hayou Nikhil Ghosh Bin Yu AI4CE 88 173 0 19 Feb 2024
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 86 395 0 14 Feb 2024
RoSA: Accurate Parameter-Efficient Fine-Tuning via Robust Adaptation Mahdi Nikdan Soroush Tabesh Elvir Crnčević Dan Alistarh 69 30 0 09 Jan 2024
A Rank Stabilization Scaling Factor for Fine-Tuning with LoRA Damjan Kalajdzievski ALM 63 96 0 28 Nov 2023
ZipLoRA: Any Subject in Any Style by Effectively Merging LoRAs Viraj Shah Nataniel Ruiz Forrester Cole Erika Lu Svetlana Lazebnik Yuanzhen Li Varun Jampani DiffM 97 111 0 22 Nov 2023
Sparse Low-rank Adaptation of Pre-trained Language Models Ning Ding Xingtai Lv Qiaosen Wang Yulin Chen Bowen Zhou Zhiyuan Liu Maosong Sun 56 64 0 20 Nov 2023
Language Models are Super Mario: Absorbing Abilities from Homologous Models as a Free Lunch Le Yu Yu Bowen Haiyang Yu Fei Huang Yongbin Li MoMe 98 317 0 06 Nov 2023
Orthogonal Subspace Learning for Language Model Continual Learning Xiao Wang Tianze Chen Qiming Ge Han Xia Rong Bao Rui Zheng Qi Zhang Tao Gui Xuanjing Huang CLL 150 104 0 22 Oct 2023
VeRA: Vector-based Random Matrix Adaptation D. J. Kopiczko Tijmen Blankevoort Yuki Markus Asano VLM 77 156 0 17 Oct 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 99 0 07 Aug 2023
Llama 2: Open Foundation and Fine-Tuned Chat Models Hugo Touvron Louis Martin Kevin R. Stone Peter Albert Amjad Almahairi ... Sharan Narang Aurelien Rodriguez Robert Stojnic Sergey Edunov Thomas Scialom AI4MH ALM 290 11,858 0 18 Jul 2023
SDXL: Improving Latent Diffusion Models for High-Resolution Image Synthesis Dustin Podell Zion English Kyle Lacey A. Blattmann Tim Dockhorn Jonas Muller Joe Penna Robin Rombach 212 2,356 0 04 Jul 2023
A Simple and Effective Pruning Approach for Large Language Models Mingjie Sun Zhuang Liu Anna Bair J. Zico Kolter 128 416 0 20 Jun 2023
Human Preference Score v2: A Solid Benchmark for Evaluating Human Preferences of Text-to-Image Synthesis Xiaoshi Wu Yiming Hao Keqiang Sun Yixiong Chen Feng Zhu Rui Zhao Hongsheng Li 80 289 0 15 Jun 2023
Mix-of-Show: Decentralized Low-Rank Adaptation for Multi-Concept Customization of Diffusion Models Yuchao Gu Xintao Wang Jay Zhangjie Wu Yujun Shi Yunpeng Chen ... Shuning Chang Wei Wu Yixiao Ge Ying Shan Mike Zheng Shou DiffM 99 174 0 29 May 2023
LLM-Adapters: An Adapter Family for Parameter-Efficient Fine-Tuning of Large Language Models Zhiqiang Hu Lei Wang Yihuai Lan Wanyu Xu Ee-Peng Lim Lidong Bing Xing Xu Soujanya Poria Roy Ka-wei Lee ALM 96 261 0 04 Apr 2023
LLaMA: Open and Efficient Foundation Language Models Hugo Touvron Thibaut Lavril Gautier Izacard Xavier Martinet Marie-Anne Lachaux ... Faisal Azhar Aurelien Rodriguez Armand Joulin Edouard Grave Guillaume Lample ALM PILM 1.5K 13,182 0 27 Feb 2023
SparseAdapter: An Easy Approach for Improving the Parameter-Efficiency of Adapters Shwai He Liang Ding Daize Dong Miao Zhang Dacheng Tao MoE 68 88 0 09 Oct 2022
DreamBooth: Fine Tuning Text-to-Image Diffusion Models for Subject-Driven Generation Nataniel Ruiz Yuanzhen Li Varun Jampani Yael Pritch Michael Rubinstein Kfir Aberman 271 2,854 0 25 Aug 2022
High-Resolution Image Synthesis with Latent Diffusion Models Robin Rombach A. Blattmann Dominik Lorenz Patrick Esser Bjorn Ommer 3DV 410 15,486 0 20 Dec 2021
Training Neural Networks with Fixed Sparse Masks Yi-Lin Sung Varun Nair Colin Raffel FedML 80 204 0 18 Nov 2021
Composable Sparse Fine-Tuning for Cross-Lingual Transfer Alan Ansell Edoardo Ponti Anna Korhonen Ivan Vulić CLL MoE 121 141 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 176 187 0 13 Sep 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 413 10,328 0 17 Jun 2021
Parameter-Efficient Transfer Learning with Diff Pruning Demi Guo Alexander M. Rush Yoon Kim 74 400 0 14 Dec 2020
Layer-adaptive sparsity for the Magnitude-based Pruning Jaeho Lee Sejun Park Sangwoo Mo SungSoo Ahn Jinwoo Shin 84 203 0 15 Oct 2020
Masking as an Efficient Alternative to Finetuning for Pretrained Language Models Mengjie Zhao Tao R. Lin Fei Mi Martin Jaggi Hinrich Schütze 50 120 0 26 Apr 2020
SNIP: Single-shot Network Pruning based on Connection Sensitivity Namhoon Lee Thalaiyasingam Ajanthan Philip Torr VLM 252 1,199 0 04 Oct 2018