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The Power of Scale for Parameter-Efficient Prompt Tuning

18 April 2021

Papers citing "The Power of Scale for Parameter-Efficient Prompt Tuning"

50 / 2,607 papers shown

Title
Enhancing Multi-modal Models with Heterogeneous MoE Adapters for Fine-tuning Sashuai Zhou Hai Huang Yan Xia MoMe MoE 132 0 0 26 Mar 2025
VectorFit : Adaptive Singular & Bias Vector Fine-Tuning of Pre-trained Foundation Models Suhas G Hegde S. K Aruna Tiwari 88 1 0 25 Mar 2025
MoST: Efficient Monarch Sparse Tuning for 3D Representation Learning Xu Han Yuan Tang Jinfeng Xu Xianzhi Li 97 0 0 24 Mar 2025
Understanding and Improving Information Preservation in Prompt Compression for LLMs Weronika Łajewska Momchil Hardalov Laura Aina Neha Anna John Hang Su Lluís Marquez 162 1 0 24 Mar 2025
Hiding Images in Diffusion Models by Editing Learned Score Functions Haoyu Chen Yunqiao Yang Nan Zhong Kede Ma DiffM 135 0 0 24 Mar 2025
Dynamic Task Vector Grouping for Efficient Multi-Task Prompt Tuning Pieyi Zhang Richong Zhang Zhijie Nie VLM 138 0 0 23 Mar 2025
Unified Geometry and Color Compression Framework for Point Clouds via Generative Diffusion Priors Tianxin Huang Gim Hee Lee 85 0 0 23 Mar 2025
DeLoRA: Decoupling Angles and Strength in Low-rank Adaptation Massimo Bini Leander Girrbach Zeynep Akata 222 1 0 23 Mar 2025
LoRA Subtraction for Drift-Resistant Space in Exemplar-Free Continual Learning Xuan Liu Xiaobin Chang CLL 508 0 0 23 Mar 2025
Joint Extraction Matters: Prompt-Based Visual Question Answering for Multi-Field Document Information Extraction Mengsay Loem Taiju Hosaka 85 0 0 21 Mar 2025
MARS: A Multi-Agent Framework Incorporating Socratic Guidance for Automated Prompt Optimization Jian Zhang Ziyi Wang Haiping Zhu Jun Liu Qika Lin Min Zhang LLMAG 159 2 0 21 Mar 2025
Cultural Alignment in Large Language Models Using Soft Prompt Tuning Reem I. Masoud Martin Ferianc Philip C. Treleaven Miguel R. D. Rodrigues ALM 82 2 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 193 2 0 20 Mar 2025
Corrective In-Context Learning: Evaluating Self-Correction in Large Language Models Mario Sanz-Guerrero Katharina von der Wense LRM 67 0 0 20 Mar 2025
Enhancing Zero-Shot Image Recognition in Vision-Language Models through Human-like Concept Guidance Hui Liu Wenya Wang Kecheng Chen Jie Liu Yibing Liu Tiexin Qin Peisong He Xinghao Jiang Haoliang Li BDL VLM 475 0 0 20 Mar 2025
Prompt engineering and framework: implementation to increase code reliability based guideline for LLMs Rogelio Cruz Jonatan Contreras Francisco Guerrero Ezequiel Rodriguez Carlos Valdez Citlali Carrillo LLMAG 16 0 0 19 Mar 2025
Unlocking the Capabilities of Large Vision-Language Models for Generalizable and Explainable Deepfake Detection Peipeng Yu Jianwei Fei Hui Gao Xuan Feng Zhihua Xia Chip-Hong Chang MLLM VLM 107 1 0 19 Mar 2025
Understanding the Generalization of In-Context Learning in Transformers: An Empirical Study Xingxuan Zhang Haoran Wang Jiansheng Li Yuan Xue Shikai Guan Renzhe Xu Hao Zou Han Yu Peng Cui 79 0 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 91 0 0 19 Mar 2025
Theoretical Foundation of Flow-Based Time Series Generation: Provable Approximation, Generalization, and Efficiency Jiangxuan Long Zhao Song Chiwun Yang AI4TS 482 0 0 18 Mar 2025
CARE: A QLoRA-Fine Tuned Multi-Domain Chatbot With Fast Learning On Minimal Hardware Ankit Dutta Nabarup Ghosh Ankush Chatterjee 87 0 0 18 Mar 2025
DLPO: Towards a Robust, Efficient, and Generalizable Prompt Optimization Framework from a Deep-Learning Perspective Dengyun Peng Yuhang Zhou Qiguang Chen Jinhao Liu Jingjing Chen L. Qin 106 0 0 17 Mar 2025
Using LLMs for Automated Privacy Policy Analysis: Prompt Engineering, Fine-Tuning and Explainability Yuxin Chen Peng Tang Weidong Qiu Shujun Li 59 0 0 16 Mar 2025
FW-Merging: Scaling Model Merging with Frank-Wolfe Optimization Hao Mark Chen S. Hu Wayne Luk Timothy M. Hospedales Hongxiang Fan MoMe 119 1 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 156 5 0 15 Mar 2025
TLAC: Two-stage LMM Augmented CLIP for Zero-Shot Classification Ans Munir Faisal Z. Qureshi M. H. Khan Mohsen Ali VLM 150 0 0 15 Mar 2025
MoLEx: Mixture of Layer Experts for Finetuning with Sparse Upcycling R. Teo T. Nguyen MoE 149 2 0 14 Mar 2025
Rethinking Few-Shot Adaptation of Vision-Language Models in Two Stages Matteo Farina Massimiliano Mancini Giovanni Iacca Elisa Ricci VLM 94 0 0 14 Mar 2025
FedALT: Federated Fine-Tuning through Adaptive Local Training with Rest-of-World LoRA Jieming Bian Lei Wang Letian Zhang Jie Xu 105 3 0 14 Mar 2025
Modeling Variants of Prompts for Vision-Language Models Ao Li Zongfang Liu Xinhua Li Jinghui Zhang Pengwei Wang Hu Wang VLM 78 0 0 13 Mar 2025
SCE: Scalable Consistency Ensembles Make Blackbox Large Language Model Generation More Reliable Jiaxin Zhang Zechao Li Wendi Cui Kamalika Das Bradley Malin Sricharan Kumar 111 0 0 13 Mar 2025
Prompt to Restore, Restore to Prompt: Cyclic Prompting for Universal Adverse Weather Removal Rongxin Liao Feng-Qiang Li Yanyan Wei Zenglin Shi Le Zhang H. Bai Ming Wang 107 1 0 12 Mar 2025
Theoretical Guarantees for High Order Trajectory Refinement in Generative Flows Chengyue Gong Xiaoyu Li Yingyu Liang Jiangxuan Long Zhenmei Shi Zhao Song Yu Tian 138 3 0 12 Mar 2025
Prompt2LVideos: Exploring Prompts for Understanding Long-Form Multimodal Videos Soumya Jahagirdar Jayasree Saha C. V. Jawahar 126 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
MMRL: Multi-Modal Representation Learning for Vision-Language Models Yuncheng Guo Xiaodong Gu VLM OffRL 450 3 0 11 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
TwinTURBO: Semi-Supervised Fine-Tuning of Foundation Models via Mutual Information Decompositions for Downstream Task and Latent Spaces Guillaume Quétant Pavlo Molchanov Svyatoslav Voloshynovskiy 118 0 0 10 Mar 2025
Universal Incremental Learning: Mitigating Confusion from Inter- and Intra-task Distribution Randomness Sheng Luo Yi Zhou Tao Zhou CLL 169 0 0 10 Mar 2025
MoFE: Mixture of Frozen Experts Architecture Jean Seo Jaeyoon Kim Hyopil Shin MoE 503 0 0 09 Mar 2025
Vision-aware Multimodal Prompt Tuning for Uploadable Multi-source Few-shot Domain Adaptation Kuanghong Liu Jin Wang Kangjian He Dan Xu Xuejie Zhang 134 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 81 0 0 08 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 223 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
TableLoRA: Low-rank Adaptation on Table Structure Understanding for Large Language Models Xinyi He Yihao Liu Mengyu Zhou Yeye He Haoyu Dong Shi Han Zejian Yuan Dongmei Zhang LMTD 136 1 0 06 Mar 2025
Advancing Multimodal In-Context Learning in Large Vision-Language Models with Task-aware Demonstrations Yanshu Li 144 2 0 05 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 124 2 0 05 Mar 2025
Shakespearean Sparks: The Dance of Hallucination and Creativity in LLMs' Decoding Layers Zicong He Boxuan Zhang Lu Cheng 112 1 0 04 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