v1v2 (latest)

Parameter-Efficient Transfer Learning for NLP

2 February 2019

N. Houlsby

A. Giurgiu

Stanislaw Jastrzebski

Bruna Morrone

Quentin de Laroussilhe

Papers citing "Parameter-Efficient Transfer Learning for NLP"

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Title
Dynamic Task Vector Grouping for Efficient Multi-Task Prompt Tuning Pieyi Zhang Richong Zhang Zhijie Nie VLM 141 0 0 23 Mar 2025
RDTF: Resource-efficient Dual-mask Training Framework for Multi-frame Animated Sticker Generation Zhiqiang Yuan Ting Zhang Ying Deng Jiapei Zhang Yeshuang Zhu Zexi Jia Jie Zhou Jinchao Zhang VGen 77 0 0 22 Mar 2025
UniCon: Unidirectional Information Flow for Effective Control of Large-Scale Diffusion Models Fanghua Yu Jinjin Gu Jinfan Hu Zheyuan Li Chao Dong DiffM 111 0 0 21 Mar 2025
PE-CLIP: A Parameter-Efficient Fine-Tuning of Vision Language Models for Dynamic Facial Expression Recognition Ibtissam Saadi Abdenour Hadid Douglas W. Cunningham Abdelmalik Taleb-Ahmed Y. E. Hillali VLM 88 0 0 21 Mar 2025
RAW-Adapter: Adapting Pre-trained Visual Model to Camera RAW Images and A Benchmark Ziteng Cui Jianfei Yang Tatsuya Harada VLM 95 0 0 21 Mar 2025
Capturing Individual Human Preferences with Reward Features André Barreto Vincent Dumoulin Yiran Mao Nicolas Perez-Nieves Bobak Shahriari Yann Dauphin Doina Precup Hugo Larochelle ALM 94 2 0 21 Mar 2025
Steady Progress Beats Stagnation: Mutual Aid of Foundation and Conventional Models in Mixed Domain Semi-Supervised Medical Image Segmentation Qinghe Ma Jian Zhang Zekun Li Lei Qi Qian Yu Yinghuan Shi MedIm 83 1 0 21 Mar 2025
Tuning LLMs by RAG Principles: Towards LLM-native Memory Jiale Wei Shuchi Wu Ruochen Liu Xiang Ying Jingbo Shang Fangbo Tao RALM 104 0 0 20 Mar 2025
STOP: Integrated Spatial-Temporal Dynamic Prompting for Video Understanding Zichen Liu Kunlun Xu Fuchun Sun Xu Zou Yuxin Peng Jiahuan Zhou VLM AI4TS 210 2 0 20 Mar 2025
UniCrossAdapter: Multimodal Adaptation of CLIP for Radiology Report Generation Yaxiong Chen Chuang Du Chunlei Li Jingliang Hu Yilei Shi Shengwu Xiong Xiao Xiang Zhu Lichao Mou MedIm 120 0 0 20 Mar 2025
FedSCA: Federated Tuning with Similarity-guided Collaborative Aggregation for Heterogeneous Medical Image Segmentation Yumin Zhang Yan Gao Haoran Duan Hanqing Guo Tejal Shah R. Ranjan Bo Wei FedML 118 0 0 19 Mar 2025
Prada: Black-Box LLM Adaptation with Private Data on Resource-Constrained Devices Ziyi Wang Yexiao He Zheyu Shen Yu Li Guoheng Sun Myungjin Lee Ang Li 89 0 0 19 Mar 2025
Exploring Model Editing for LLM-based Aspect-Based Sentiment Classification Shichen Li Zhongqing Wang Zheyu Zhao Yue Zhang Peifeng Li KELM 68 1 0 19 Mar 2025
On the Robustness Tradeoff in Fine-Tuning Kunyang Li Jean-Charles Noirot Ferrand Ryan Sheatsley Blaine Hoak Yohan Beugin Eric Pauley Patrick McDaniel 93 0 0 19 Mar 2025
LangDA: Building Context-Awareness via Language for Domain Adaptive Semantic Segmentation Chang Liu Bavesh Balaji Saad Hossain C Thomas Kwei-Herng Lai Raviteja Vemulapalli Alexander Wong Sirisha Rambhatla 83 0 0 17 Mar 2025
A Comprehensive Survey on Visual Concept Mining in Text-to-image Diffusion Models Ziqiang Li Jun Li Lizhi Xiong Zhangjie Fu Zechao Li VLM 111 0 0 17 Mar 2025
Atyaephyra at SemEval-2025 Task 4: Low-Rank Negative Preference Optimization Jan Bronec Jindřich Helcl MU 137 0 0 17 Mar 2025
MAP: Multi-user Personalization with Collaborative LLM-powered Agents Christine P. Lee Jihye Choi Bilge Mutlu LLMAG 180 1 1 17 Mar 2025
SAM2-ELNet: Label Enhancement and Automatic Annotation for Remote Sensing Segmentation Jianhao Yang Wenshuo Yu Yuanchao Lv Jiance Sun Bokang Sun Mingyang Liu 85 0 0 16 Mar 2025
RaSA: Rank-Sharing Low-Rank Adaptation Zhiwei He Zhaopeng Tu Xing Wang Xingyu Chen Zhaoxiang Wang Jiahao Xu Tian Liang Wenxiang Jiao Zizhuo Zhang Rui Wang ALM 137 3 0 16 Mar 2025
A Survey on Federated Fine-tuning of Large Language Models Yebo Wu Chunlin Tian Jingguang Li He Sun Kahou Tam Zhanting Zhou Haicheng Liao Zhijiang Guo Li Li Chengzhong Xu FedML 161 5 0 15 Mar 2025
MoLEx: Mixture of Layer Experts for Finetuning with Sparse Upcycling R. Teo T. Nguyen MoE 151 2 0 14 Mar 2025
APLA: A Simple Adaptation Method for Vision Transformers Moein Sorkhei Emir Konuk Kevin Smith Christos Matsoukas 151 0 0 14 Mar 2025
Compound Expression Recognition via Large Vision-Language Models Jun-chen Yu Xilong Lu 82 0 0 14 Mar 2025
Efficient Federated Fine-Tuning of Large Language Models with Layer Dropout Shilong Wang Jianchun Liu Hongli Xu Jiaming Yan Xianjun Gao 147 1 0 13 Mar 2025
Efficient Adapter Tuning for Joint Singing Voice Beat and Downbeat Tracking with Self-supervised Learning Features Jiajun Deng Yaolong Ju Jing Yang Simon Lui Xunying Liu 88 0 0 13 Mar 2025
Towards Graph Foundation Models: A Transferability Perspective Yansen Wang Wenqi Fan Suhang Wang Yao Ma 88 1 0 13 Mar 2025
Project-Probe-Aggregate: Efficient Fine-Tuning for Group Robustness B. Zhu Jiequan Cui Haiqi Zhang Chi Zhang 166 0 0 12 Mar 2025
Parameter-Efficient Adaptation of Geospatial Foundation Models through Embedding Deflection Romain Thoreau Valerio Marsocci Dawa Derksen AI4CE 110 3 0 12 Mar 2025
DitHub: A Modular Framework for Incremental Open-Vocabulary Object Detection Chiara Cappellino Gianluca Mancusi Matteo Mosconi Angelo Porrello Simone Calderara Rita Cucchiara ObjD VLM 192 0 0 12 Mar 2025
Achieving More with Less: Additive Prompt Tuning for Rehearsal-Free Class-Incremental Learning Haoran Chen Ping Wang Zihan Zhou Xinming Zhang Zuxuan Wu Yu Jiang CLL 107 0 0 11 Mar 2025
1LoRA: Summation Compression for Very Low-Rank Adaptation Alessio Quercia Zhuo Cao Arya Bangun Richard D. Paul Abigail Morrison Ira Assent Hanno Scharr 96 1 0 11 Mar 2025
Efficient Distillation of Classifier-Free Guidance using Adapters Cristian Perez Jensen Seyedmorteza Sadat 96 1 0 10 Mar 2025
MoFE: Mixture of Frozen Experts Architecture Jean Seo Jaeyoon Kim Hyopil Shin MoE 508 0 0 09 Mar 2025
MemorySAM: Memorize Modalities and Semantics with Segment Anything Model 2 for Multi-modal Semantic Segmentation Chenfei Liao Xu Zheng Yuanhuiyi Lyu Haiwei Xue Yihong Cao Jiawen Wang Kailun Yang Xuming Hu VLM 156 9 0 09 Mar 2025
End-to-End Action Segmentation Transformer Tieqiao Wang Sinisa Todorovic ViT 93 0 0 08 Mar 2025
Multi-Attribute Multi-Grained Adaptation of Pre-Trained Language Models for Text Understanding from Bayesian Perspective You Zhang Jin Wang Liang-Chih Yu Dan Xu Xuejie Zhang 93 0 0 08 Mar 2025
Dynamically evolving segment anything model with continuous learning for medical image segmentation Zhaori Liu Mengyang Li Hu Han Enli Zhang Shiguang Shan Zhiming Zhao VLM 86 0 0 08 Mar 2025
LoRACode: LoRA Adapters for Code Embeddings Saumya Chaturvedi Aman Chadha Laurent Bindschaedler 165 0 0 07 Mar 2025
Quantum-PEFT: Ultra parameter-efficient fine-tuning Toshiaki Koike-Akino F. Tonin Yongtao Wu Frank Zhengqing Wu Leyla Naz Candogan Volkan Cevher MQ 229 5 0 07 Mar 2025
Keeping Yourself is Important in Downstream Tuning Multimodal Large Language Model Wenke Huang Jian Liang Xianda Guo Yiyang Fang Guancheng Wan ... Bin Yang He Li Jiawei Shao Mang Ye Di Lin OffRL LRM MLLM KELM VLM 161 4 0 06 Mar 2025
ValuePilot: A Two-Phase Framework for Value-Driven Decision-Making Yitong Luo Hou Hei Lam Ziang Chen Zhenliang Zhang Xue Feng 128 0 0 06 Mar 2025
DM-Adapter: Domain-Aware Mixture-of-Adapters for Text-Based Person Retrieval Yating Liu Zimo Liu Xiangyuan Lan Wenming Yang Yaowei Li Q. Liao MoE 127 2 0 06 Mar 2025
Personalized Federated Fine-tuning for Heterogeneous Data: An Automatic Rank Learning Approach via Two-Level LoRA Jie Hao Yuman Wu Ali Payani Myungjin Lee Mingrui Liu 126 2 0 05 Mar 2025
LoRA-Null: Low-Rank Adaptation via Null Space for Large Language Models Pengwei Tang Yebin Liu Dongjie Zhang Xing Wu Debing Zhang 114 2 0 04 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 115 4 0 03 Mar 2025
Dynamic Gradient Sparsification Training for Few-Shot Fine-tuning of CT Lymph Node Segmentation Foundation Model Zihao Luo Zijun Gao Wenjun Liao Shichuan Zhang Guotai Wang Xiangde Luo 93 0 0 02 Mar 2025
Modeling Fine-Grained Hand-Object Dynamics for Egocentric Video Representation Learning Baoqi Pei Yuanmin Huang Jilan Xu Guo Chen Yuping He ... Yali Wang Weidi Xie Yu Qiao Leilei Gan Limin Wang 96 2 0 02 Mar 2025
Efficiently Editing Mixture-of-Experts Models with Compressed Experts Y. He Yang Liu Chen Liang Hany Awadalla MoE 103 1 0 01 Mar 2025
Unlocking Efficient, Scalable, and Continual Knowledge Editing with Basis-Level Representation Fine-Tuning Tianci Liu R. Li Yunzhe Qi Hui Liu Xianfeng Tang ... Qingyu Yin Monica Cheng Jun Huan Haoyu Wang Jing Gao KELM 102 4 0 01 Mar 2025