AdapterFusion: Non-Destructive Task Composition for Transfer Learning

1 May 2020

Papers citing "AdapterFusion: Non-Destructive Task Composition for Transfer Learning"

50 / 133 papers shown

Title
HSplitLoRA: A Heterogeneous Split Parameter-Efficient Fine-Tuning Framework for Large Language Models Zheng Lin Yuxin Zhang Zhe Chen Zihan Fang Xianhao Chen Praneeth Vepakomma Wei Ni Jun-Jie Luo Yue Gao MoE 34 2 0 05 May 2025
TT-LoRA MoE: Unifying Parameter-Efficient Fine-Tuning and Sparse Mixture-of-Experts Pradip Kunwar Minh Vu Maanak Gupta Mahmoud Abdelsalam Manish Bhattarai MoE MoMe 94 0 0 29 Apr 2025
E-InMeMo: Enhanced Prompting for Visual In-Context Learning Jiahao Zhang Bowen Wang Hong Liu Liangzhi Li Yuta Nakashima Hajime Nagahara VLM 99 0 0 25 Apr 2025
Efficient Knowledge Transfer in Multi-Task Learning through Task-Adaptive Low-Rank Representation Xiao Zhang Kangsheng Wang Tianyu Hu Huimin Ma 54 3 0 20 Apr 2025
Large (Vision) Language Models are Unsupervised In-Context Learners Artyom Gadetsky Andrei Atanov Yulun Jiang Zhitong Gao Ghazal Hosseini Mighan Amir Zamir Maria Brbić VLM MLLM LRM 67 0 0 03 Apr 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 64 1 0 03 Mar 2025
Make LoRA Great Again: Boosting LoRA with Adaptive Singular Values and Mixture-of-Experts Optimization Alignment Chenghao Fan Zhenyi Lu Sichen Liu Xiaoye Qu Wei Wei Chengfeng Gu Yu-Xi Cheng MoE 103 0 0 24 Feb 2025
Vision-Language Models for Edge Networks: A Comprehensive Survey Ahmed Sharshar Latif U. Khan Waseem Ullah Mohsen Guizani VLM 62 3 0 11 Feb 2025
SSH: Sparse Spectrum Adaptation via Discrete Hartley Transformation Yixian Shen Qi Bi Jia-Hong Huang Hongyi Zhu Andy D. Pimentel Anuj Pathania 46 0 0 08 Feb 2025
Memory-Efficient Fine-Tuning of Transformers via Token Selection Antoine Simoulin Namyong Park Xiaoyi Liu Grey Yang 110 0 0 31 Jan 2025
BLoB: Bayesian Low-Rank Adaptation by Backpropagation for Large Language Models Yibin Wang H. Shi Ligong Han Dimitris N. Metaxas Hao Wang BDL UQLM 104 6 0 28 Jan 2025
KaSA: Knowledge-Aware Singular-Value Adaptation of Large Language Models Fan Wang Juyong Jiang Chansung Park Sunghun Kim Jing Tang 91 1 0 08 Dec 2024
Initialization using Update Approximation is a Silver Bullet for Extremely Efficient Low-Rank Fine-Tuning Kaustubh Ponkshe Raghav Singhal Eduard A. Gorbunov Alexey Tumanov Samuel Horváth Praneeth Vepakomma 66 1 0 29 Nov 2024
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 44 3 0 24 Oct 2024
Decoding Time Series with LLMs: A Multi-Agent Framework for Cross-Domain Annotation M. Lin Z. Chen Yanchi Liu Xujiang Zhao Zongyu Wu Junxiang Wang Xiang Zhang Suhang Wang Haifeng Chen AI4TS 28 7 0 22 Oct 2024
MTL-LoRA: Low-Rank Adaptation for Multi-Task Learning Yaming Yang Dilxat Muhtar Yelong Shen Yuefeng Zhan Jianfeng Liu ... Denvy Deng Feng Sun Qi Zhang Weizhu Chen Yunhai Tong MoE MoMe 38 2 0 12 Oct 2024
DA-Ada: Learning Domain-Aware Adapter for Domain Adaptive Object Detection H. Li Rui Zhang Hantao Yao X. Zhang Yifan Hao Xinkai Song Xiaqing Li Yongwei Zhao Ling Li Yunji Chen ObjD VLM 29 3 0 11 Oct 2024
SLIM: Let LLM Learn More and Forget Less with Soft LoRA and Identity Mixture Jiayi Han Liang Du Hongwei Du Xiangguo Zhou Yiwen Wu Weibo Zheng Donghong Han CLL MoMe MoE 38 2 0 10 Oct 2024
Detecting Bias and Enhancing Diagnostic Accuracy in Large Language Models for Healthcare Pardis Sadat Zahraei Zahra Shakeri LM&MA 21 0 0 09 Oct 2024
LoRTA: Low Rank Tensor Adaptation of Large Language Models Ignacio Hounie Charilaos I. Kanatsoulis Arnuv Tandon Alejandro Ribeiro 31 0 0 05 Oct 2024
Circuit Compositions: Exploring Modular Structures in Transformer-Based Language Models Philipp Mondorf Sondre Wold Barbara Plank 29 0 0 02 Oct 2024
CROME: Cross-Modal Adapters for Efficient Multimodal LLM Sayna Ebrahimi Sercan Ö. Arik Tejas Nama Tomas Pfister 37 1 0 13 Aug 2024
Exploiting the Semantic Knowledge of Pre-trained Text-Encoders for Continual Learning Lu Yu Hesong Li Ying Fu J. Weijer Changsheng Xu CLL 47 1 0 02 Aug 2024
Low-Rank Interconnected Adaptation Across Layers Yibo Zhong Yao Zhou OffRL MoE 38 1 0 13 Jul 2024
MiLoRA: Harnessing Minor Singular Components for Parameter-Efficient LLM Finetuning Hanqing Wang Zeguan Xiao Shuo Wang Guanhua Chen Guanhua Chen 30 19 0 13 Jun 2024
CorDA: Context-Oriented Decomposition Adaptation of Large Language Models for Task-Aware Parameter-Efficient Fine-tuning Yibo Yang Xiaojie Li Zhongzhu Zhou S. Song Jianlong Wu Liqiang Nie Bernard Ghanem 45 6 0 07 Jun 2024
Hypernetworks for Personalizing ASR to Atypical Speech Max Müller-Eberstein Dianna Yee Karren D. Yang G. Mantena Colin S. Lea 33 0 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
TS-Align: A Teacher-Student Collaborative Framework for Scalable Iterative Finetuning of Large Language Models Chen Zhang Chengguang Tang Dading Chong Ke Shi Guohua Tang Feng Jiang Haizhou Li 27 4 0 30 May 2024
Towards Modular LLMs by Building and Reusing a Library of LoRAs O. Ostapenko Zhan Su E. Ponti Laurent Charlin Nicolas Le Roux Matheus Pereira Lucas Page-Caccia Alessandro Sordoni MoMe 32 30 0 18 May 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 5 0 10 May 2024
The Trade-off between Performance, Efficiency, and Fairness in Adapter Modules for Text Classification Minh Duc Bui K. Wense 21 0 0 03 May 2024
FeDeRA:Efficient Fine-tuning of Language Models in Federated Learning Leveraging Weight Decomposition Yuxuan Yan Qianqian Yang Shunpu Tang Zhiguo Shi 27 13 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 44 19 0 15 Apr 2024
AdapterSwap: Continuous Training of LLMs with Data Removal and Access-Control Guarantees William Fleshman Aleem Khan Marc Marone Benjamin Van Durme CLL KELM 44 3 0 12 Apr 2024
Parameter Efficient Quasi-Orthogonal Fine-Tuning via Givens Rotation Xinyu Ma Xu Chu Zhibang Yang Yang Lin Xin Gao Junfeng Zhao 38 6 0 05 Apr 2024
PiSSA: Principal Singular Values and Singular Vectors Adaptation of Large Language Models Fanxu Meng Zhaohui Wang Muhan Zhang VLM 64 68 0 03 Apr 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
DAM: Dynamic Adapter Merging for Continual Video QA Learning Feng Cheng Ziyang Wang Yi-Lin Sung Yan-Bo Lin Mohit Bansal Gedas Bertasius CLL MoMe 31 10 0 13 Mar 2024
FlexLLM: A System for Co-Serving Large Language Model Inference and Parameter-Efficient Finetuning Xupeng Miao Gabriele Oliaro Xinhao Cheng Vineeth Kada Ruohan Gao ... April Yang Yingcheng Wang Mengdi Wu Colin Unger Zhihao Jia MoE 88 9 0 29 Feb 2024
Quantized Embedding Vectors for Controllable Diffusion Language Models Cheng Kang Xinye Chen Yong Hu Daniel Novak 21 0 0 15 Feb 2024
LinguAlchemy: Fusing Typological and Geographical Elements for Unseen Language Generalization Muhammad Farid Adilazuarda Samuel Cahyawijaya Alham Fikri Aji Genta Indra Winata Ayu Purwarianti 19 5 0 11 Jan 2024
Sparse is Enough in Fine-tuning Pre-trained Large Language Models Weixi Song Z. Li Lefei Zhang Hai Zhao Bo Du VLM 19 6 0 19 Dec 2023
Tied-Lora: Enhancing parameter efficiency of LoRA with weight tying Adithya Renduchintala Tugrul Konuk Oleksii Kuchaiev MoMe 21 41 0 16 Nov 2023
Language and Task Arithmetic with Parameter-Efficient Layers for Zero-Shot Summarization Alexandra Chronopoulou Jonas Pfeiffer Joshua Maynez Xinyi Wang Sebastian Ruder Priyanka Agrawal MoMe 24 14 0 15 Nov 2023
Audio-AdapterFusion: A Task-ID-free Approach for Efficient and Non-Destructive Multi-task Speech Recognition Hillary Ngai Rohan Agrawal Neeraj Gaur Ronny Huang Parisa Haghani P. M. Mengibar MoMe 24 0 0 17 Oct 2023
Decomposed Prompt Tuning via Low-Rank Reparameterization Yao Xiao Lu Xu Jiaxi Li Wei Lu Xiaoli Li VLM 13 6 0 16 Oct 2023
BanglaNLP at BLP-2023 Task 2: Benchmarking different Transformer Models for Sentiment Analysis of Bangla Social Media Posts Saumajit Saha Albert Nanda 19 0 0 13 Oct 2023
Federated Class-Incremental Learning with Prompting Jiale Liu Yu-Wei Zhan Chong-Yu Zhang Xin Luo Zhen-Duo Chen Yinwei Wei CLL FedML 21 2 0 13 Oct 2023
IncreLoRA: Incremental Parameter Allocation Method for Parameter-Efficient Fine-tuning Feiyu F. Zhang Liangzhi Li Jun-Cheng Chen Zhouqian Jiang Bowen Wang Yiming Qian 36 32 0 23 Aug 2023