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
LoRASuite: Efficient LoRA Adaptation Across Large Language Model Upgrades Yanan Li Fanxu Meng Muhan Zhang Shiai Zhu Shangguang Wang Mengwei Xu MoMe 2 0 0 17 May 2025
Vaiage: A Multi-Agent Solution to Personalized Travel Planning Binwen Liu Jiexi Ge Jiamin Wang LLMAG 12 0 0 16 May 2025
GenKnowSub: Improving Modularity and Reusability of LLMs through General Knowledge Subtraction Mohammadtaha Bagherifard Sahar Rajabi Ali Edalat Yadollah Yaghoobzadeh KELM 32 0 0 16 May 2025
Concept Drift Guided LayerNorm Tuning for Efficient Multimodal Metaphor Identification Wenhao Qian Zhenzhen Hu Zijie Song Jia Li 17 0 0 16 May 2025
InvDesFlow-AL: Active Learning-based Workflow for Inverse Design of Functional Materials Xiao-Qi Han Peng-Jie Guo Ze-Feng Gao Hao Sun Zhong-Yi Lu AI4CE 33 0 0 14 May 2025
Quantum-Enhanced Parameter-Efficient Learning for Typhoon Trajectory Forecasting Chen-Yu Liu Kuan-Cheng Chen Yi-Chien Chen Samuel Yen-Chi Chen Wei-Hao Huang Wei-Jia Huang Yen-Jui Chang 26 0 0 14 May 2025
Parameter-Efficient Fine-Tuning of Vision Foundation Model for Forest Floor Segmentation from UAV Imagery Mohammad Wasil Ahmad Drak Brennan Penfold Ludovico Scarton Maximilian Johenneken Alexander Asteroth Sebastian Houben 21 0 0 13 May 2025
RepCali: High Efficient Fine-tuning Via Representation Calibration in Latent Space for Pre-trained Language Models Fujun Zhang Xiangdong Su 34 0 0 13 May 2025
FAD: Frequency Adaptation and Diversion for Cross-domain Few-shot Learning Ruixiao Shi Fu Feng Yucheng Xie Jing Wang Xin Geng 29 0 0 13 May 2025
Large Language Models Meet Stance Detection: A Survey of Tasks, Methods, Applications, Challenges and Future Directions Lata Pangtey Anukriti Bhatnagar Shubhi Bansal Shahid Shafi Dar Nagendra Kumar 34 0 0 13 May 2025
DAPE: Dual-Stage Parameter-Efficient Fine-Tuning for Consistent Video Editing with Diffusion Models Junhao Xia Chaoyang Zhang Yecheng Zhang Chengyang Zhou Zhichang Wang Bochun Liu Dongshuo Yin DiffM VGen 31 0 0 11 May 2025
Causal Prompt Calibration Guided Segment Anything Model for Open-Vocabulary Multi-Entity Segmentation Wenwen Qiang Jianqi Zhang Wenwen Qiang Changwen Zheng VLM 37 0 0 10 May 2025
Task-Adapter++: Task-specific Adaptation with Order-aware Alignment for Few-shot Action Recognition Congqi Cao Peiheng Han Y. Zhang Yating Yu Qinyi Lv Lingtong Min Yanning Zhang VLM 50 0 0 09 May 2025
Split Matching for Inductive Zero-shot Semantic Segmentation Jialei Chen Xu Zheng Dongyue Li Chong Yi Seigo Ito D. Paudel Luc Van Gool Hiroshi Murase Daisuke Deguchi VLM 56 0 0 08 May 2025
GroverGPT-2: Simulating Grover's Algorithm via Chain-of-Thought Reasoning and Quantum-Native Tokenization Min Chen Jinglei Cheng Pingzhi Li Haoran Wang Tianlong Chen Junyu Liu LRM 48 0 0 08 May 2025
GAPrompt: Geometry-Aware Point Cloud Prompt for 3D Vision Model Zixiang Ai Zichen Liu Yuanhang Lei Zhenyu Cui Xu Zou Jiahuan Zhou 34 0 0 07 May 2025
AKD : Adversarial Knowledge Distillation For Large Language Models Alignment on Coding tasks Ilyas Oulkadda Julien Perez ALM 47 0 0 05 May 2025
Adversarial Robustness Analysis of Vision-Language Models in Medical Image Segmentation Anjila Budathoki Manish Dhakal AAML 41 0 0 05 May 2025
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 Luo Yue Gao MoE 49 2 0 05 May 2025
FedSDAF: Leveraging Source Domain Awareness for Enhanced Federated Domain Generalization Yiming Li Zesheng Zhou Zhenbiao Cao X. Li Wei Chen Xinsong Zhang FedML 44 0 0 05 May 2025
Enhancing AI Face Realism: Cost-Efficient Quality Improvement in Distilled Diffusion Models with a Fully Synthetic Dataset Jakub Wąsala Bartłomiej Wrzalski Kornelia Noculak Yuliia Tarasenko Oliwer Krupa Jan Kocoń Grzegorz Chodak 33 0 0 04 May 2025
Memory-Efficient LLM Training by Various-Grained Low-Rank Projection of Gradients Yezhen Wang Zhouhao Yang Brian K Chen Fanyi Pu Bo-wen Li Tianyu Gao Kenji Kawaguchi 46 0 0 03 May 2025
Block Circulant Adapter for Large Language Models Xinyu Ding Meiqi Wang Siyu Liao Zhongfeng Wang 38 0 0 01 May 2025
Communication-Efficient Wireless Federated Fine-Tuning for Large-Scale AI Models Bumjun Kim Wan Choi 34 0 0 01 May 2025
Parameter-Efficient Fine-Tuning with Circulant and Diagonal Vectors Xinyu Ding Lexuan Chen Siyu Liao Zhongfeng Wang 52 0 0 01 May 2025
Robotic Visual Instruction Y. Li Ziyang Gong Yiming Li Xiaoqi Huang Haolan Kang Guangping Bai Xianzheng Ma LM&Ro 76 0 0 01 May 2025
Enhancing Health Mention Classification Performance: A Study on Advancements in Parameter Efficient Tuning Reem Abdel-Salam M. Adewunmi 41 0 0 30 Apr 2025
A Survey on Parameter-Efficient Fine-Tuning for Foundation Models in Federated Learning Jieming Bian Yuanzhe Peng Lei Wang Yin Huang Jie Xu FedML 65 0 0 29 Apr 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 187 0 0 29 Apr 2025
ReCIT: Reconstructing Full Private Data from Gradient in Parameter-Efficient Fine-Tuning of Large Language Models Jin Xie Ruishi He Songze Li Xiaojun Jia Shouling Ji SILM AAML 68 0 0 29 Apr 2025
MemeBLIP2: A novel lightweight multimodal system to detect harmful memes Jiaqi Liu Ran Tong Aowei Shen Shuzheng Li Changlin Yang Lisha Xu VLM 77 1 0 29 Apr 2025
BARIS: Boundary-Aware Refinement with Environmental Degradation Priors for Robust Underwater Instance Segmentation Pin-Chi Pan Soo-Chang Pei 64 0 0 28 Apr 2025
E-InMeMo: Enhanced Prompting for Visual In-Context Learning Jiahao Zhang Bowen Wang Hong Liu Liangzhi Li Yuta Nakashima Hajime Nagahara VLM 104 0 0 25 Apr 2025
NoEsis: Differentially Private Knowledge Transfer in Modular LLM Adaptation Rob Romijnders Stefanos Laskaridis Ali Shahin Shamsabadi Hamed Haddadi 69 0 0 25 Apr 2025
CAMU: Context Augmentation for Meme Understanding Girish A. Koushik Diptesh Kanojia Helen Treharne Aditya Joshi VLM 98 0 0 24 Apr 2025
Efficient Knowledge Transfer in Multi-Task Learning through Task-Adaptive Low-Rank Representation Xiao Zhang Kangsheng Wang Tianyu Hu Huimin Ma 62 3 0 20 Apr 2025
Deep Learning with Pretrained Ínternal World' Layers: A Gemma 3-Based Modular Architecture for Wildfire Prediction Ayoub Jadouli Chaker El Amrani KELM AI4TS 81 0 0 20 Apr 2025
DC-SAM: In-Context Segment Anything in Images and Videos via Dual Consistency Mengshi Qi Pengfei Zhu Xianrui Li Xiaoyang Bi Lu Qi Huadong Ma Ming Yang VOS VLM 51 0 0 16 Apr 2025
Integrating Structural and Semantic Signals in Text-Attributed Graphs with BiGTex Azadeh Beiranvand Seyed Mehdi Vahidipour 34 0 0 16 Apr 2025
Activated LoRA: Fine-tuned LLMs for Intrinsics Kristjan Greenewald Luis Lastras Thomas Parnell Vraj Shah Lucian Popa Giulio Zizzo Chulaka Gunasekara Ambrish Rawat David D. Cox 34 0 0 16 Apr 2025
Learning Optimal Prompt Ensemble for Multi-source Visual Prompt Transfer Enming Zhang Liwen Cao Yanru Wu Zijie Zhao Guan Wang Yang Li 52 0 0 09 Apr 2025
DUKAE: DUal-level Knowledge Accumulation and Ensemble for Pre-Trained Model-Based Continual Learning Songze Li Tonghua Su Xu-Yao Zhang Qixing Xu Zhongjie Wang CLL 38 0 0 09 Apr 2025
GOLLuM: Gaussian Process Optimized LLMs -- Reframing LLM Finetuning through Bayesian Optimization Bojana Ranković P. Schwaller BDL 223 0 0 08 Apr 2025
Saliency-Motion Guided Trunk-Collateral Network for Unsupervised Video Object Segmentation Xiangyu Zheng Wanyun Li Songcheng He Jianping Fan Xiaoqiang Li We Zhang VOS 35 0 0 08 Apr 2025
Earth-Adapter: Bridge the Geospatial Domain Gaps with Mixture of Frequency Adaptation Xiaoxing Hu Ziyang Gong Yansen Wang Yuru Jia Gen Luo Xue Yang 157 0 0 08 Apr 2025
AdaptRec: A Self-Adaptive Framework for Sequential Recommendations with Large Language Models Tong Zhang 34 0 0 06 Apr 2025
FISH-Tuning: Enhancing PEFT Methods with Fisher Information Kang Xue Ming Dong Xinhui Tu Tingting He 41 0 0 05 Apr 2025
Deconstructing Bias: A Multifaceted Framework for Diagnosing Cultural and Compositional Inequities in Text-to-Image Generative Models Muna Numan Said Aarib Zaidi Rabia Usman Sonia Okon Praneeth Medepalli Kevin Zhu Vasu Sharma Sean O'Brien 27 0 0 05 Apr 2025
STEP: Staged Parameter-Efficient Pre-training for Large Language Models Kazuki Yano Takumi Ito Jun Suzuki LRM 55 1 0 05 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 72 0 0 03 Apr 2025