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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"

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Title
Generative Language Models Potential for Requirement Engineering Applications: Insights into Current Strengths and Limitations Summra Saleem Muhammad Nabeel Asim L. V. Elst Andreas Dengel 109 0 0 01 Dec 2024
Prompt as Free Lunch: Enhancing Diversity in Source-Free Cross-domain Few-shot Learning through Semantic-Guided Prompting Linhai Zhuo Zheng Wang Yuqian Fu Tianwen Qian VLM 175 2 0 01 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 275 7 0 29 Nov 2024
PEFT-as-an-Attack! Jailbreaking Language Models during Federated Parameter-Efficient Fine-Tuning Shenghui Li Edith C.H. Ngai Fanghua Ye Thiemo Voigt SILM 197 6 0 28 Nov 2024
SmartLLMSentry: A Comprehensive LLM Based Smart Contract Vulnerability Detection Framework Oualid Zaazaa H. Bakkali 128 3 0 28 Nov 2024
Personalized Federated Fine-Tuning for LLMs via Data-Driven Heterogeneous Model Architectures Yicheng Zhang Zhen Qin Zhaomin Wu Jian Hou Shuiguang Deng 185 3 0 28 Nov 2024
Enhancing Few-Shot Vision-Language Classification with Large Multimodal Model Features Chancharik Mitra Brandon Huang Tianning Chai Zhiqiu Lin Assaf Arbelle Rogerio Feris Leonid Karlinsky Trevor Darrell Deva Ramanan Roei Herzig VLM 393 4 0 28 Nov 2024
CLIP meets DINO for Tuning Zero-Shot Classifier using Unlabeled Image Collections Mohamed Fazli Mohamed Imam Rufael Fedaku Marew Jameel Hassan Mustansar Fiaz Alham Fikri Aji Hisham Cholakkal VLM 548 1 0 28 Nov 2024
How to Learn a New Language? An Efficient Solution for Self-Supervised Learning Models Unseen Languages Adaption in Low-Resource Scenario Shih-Heng Wang Zih-Ching Chen Jiatong Shi Ming-To Chuang Guan-Ting Lin Kuan Po Huang David Harwath Shang-Wen Li Hung-yi Lee 128 1 0 27 Nov 2024
Chameleon: Adaptive Caching and Scheduling for Many-Adapter LLM Inference Environments Nikoleta Iliakopoulou Jovan Stojkovic Chloe Alverti Tianyin Xu Hubertus Franke Josep Torrellas 129 2 0 24 Nov 2024
LoRA-Mini : Adaptation Matrices Decomposition and Selective Training Ayush Singh Rajdeep Aher Shivank Garg 129 1 0 24 Nov 2024
Exploring Large Language Models for Multimodal Sentiment Analysis: Challenges, Benchmarks, and Future Directions Shezheng Song 86 0 0 23 Nov 2024
Adversarial Prompt Distillation for Vision-Language Models Lin Luo Xin Wang Bojia Zi Shihao Zhao Xingjun Ma Yu-Gang Jiang AAML VLM 182 4 0 22 Nov 2024
Panther: Illuminate the Sight of Multimodal LLMs with Instruction-Guided Visual Prompts Honglin Li Yuting Gao Chenglu Zhu Jingdong Chen M. Yang Lin Yang MLLM 205 0 0 21 Nov 2024
Hymba: A Hybrid-head Architecture for Small Language Models Xin Dong Y. Fu Shizhe Diao Wonmin Byeon Zijia Chen ... Min-Hung Chen Yoshi Suhara Y. Lin Jan Kautz Pavlo Molchanov Mamba 164 27 0 20 Nov 2024
MC-LLaVA: Multi-Concept Personalized Vision-Language Model Ruichuan An Sihan Yang Ming Lu Kai Zeng Yulin Luo ... Hao Liang Qi She Shanghang Zhang Wentao Zhang Wentao Zhang 200 11 0 18 Nov 2024
AllRestorer: All-in-One Transformer for Image Restoration under Composite Degradations J. Mao Yue Yang Xuesong Yin Ling Shao Hao Tang 68 1 0 16 Nov 2024
IntentGPT: Few-shot Intent Discovery with Large Language Models Juan A. Rodriguez Nicholas Botzer David Vazquez Christopher Pal M. Pedersoli I. Laradji VLM 144 3 0 16 Nov 2024
On the Privacy Risk of In-context Learning Haonan Duan Adam Dziedzic Mohammad Yaghini Nicolas Papernot Franziska Boenisch SILM PILM 131 42 0 15 Nov 2024
Prompting and Fine-tuning Large Language Models for Automated Code Review Comment Generation Md. Asif Haider Ayesha Binte Mostofa Sk. Sabit Bin Mosaddek Anindya Iqbal Toufique Ahmed ALM 92 3 0 15 Nov 2024
A Practical Guide to Fine-tuning Language Models with Limited Data Márton Szép Daniel Rueckert Rüdiger von Eisenhart-Rothe Florian Hinterwimmer SyDa ALM 130 2 0 14 Nov 2024
PyGen: A Collaborative Human-AI Approach to Python Package Creation Saikat Barua Mostafizur Rahman Md Jafor Sadek Rafiul Islam Shehnaz Khaled Md. Shohrab Hossain 123 2 0 13 Nov 2024
New Emerged Security and Privacy of Pre-trained Model: a Survey and Outlook Meng Yang Tianqing Zhu Chi Liu Wanlei Zhou Shui Yu Philip S. Yu AAML ELM PILM 112 1 0 12 Nov 2024
On Active Privacy Auditing in Supervised Fine-tuning for White-Box Language Models Qian Sun Hanpeng Wu Xi Sheryl Zhang 74 0 0 11 Nov 2024
LLM-NEO: Parameter Efficient Knowledge Distillation for Large Language Models Runming Yang Taiqiang Wu Jiahao Wang Pengfei Hu Ngai Wong Yujiu Yang Yujiu Yang 446 1 0 11 Nov 2024
Over-parameterized Student Model via Tensor Decomposition Boosted Knowledge Distillation Yu-Liang Zhan Zhong-Yi Lu Hao Sun Ze-Feng Gao 82 0 0 10 Nov 2024
Online-LoRA: Task-free Online Continual Learning via Low Rank Adaptation Xiwen Wei Guihong Li R. Marculescu 71 4 0 08 Nov 2024
Scalable Efficient Training of Large Language Models with Low-dimensional Projected Attention Xingtai Lv Ning Ding Kaiyan Zhang Ermo Hua Ganqu Cui Bowen Zhou 65 3 0 04 Nov 2024
Masked Autoencoders are Parameter-Efficient Federated Continual Learners Yuchen He Xiangfeng Wang CLL FedML 62 0 0 04 Nov 2024
FPPL: An Efficient and Non-IID Robust Federated Continual Learning Framework Yuchen He Chuyun Shen Xiangfeng Wang Bo Jin FedML 118 1 0 04 Nov 2024
Parameter-Efficient Fine-Tuning of Large Language Models for Unit Test Generation: An Empirical Study André Storhaug Jingyue Li ALM 78 2 0 04 Nov 2024
Investigating Large Language Models for Complex Word Identification in Multilingual and Multidomain Setups Razvan-Alexandru Smadu David-Gabriel Ion Dumitru-Clementin Cercel Florin-Catalin Pop Mihaela-Claudia Cercel 82 1 0 03 Nov 2024
UniGuard: Towards Universal Safety Guardrails for Jailbreak Attacks on Multimodal Large Language Models Sejoon Oh Yiqiao Jin Megha Sharma Donghyun Kim Eric Ma Gaurav Verma Srijan Kumar 125 7 0 03 Nov 2024
Teaching Models to Improve on Tape L. Bezalel Eyal Orgad Amir Globerson 68 0 0 03 Nov 2024
Visual Fourier Prompt Tuning Runjia Zeng Cheng Han Qifan Wang Chunshu Wu Tong Geng Lifu Huang Ying Nian Wu Dongfang Liu VPVLM VLM 130 8 0 02 Nov 2024
PMoL: Parameter Efficient MoE for Preference Mixing of LLM Alignment Dongxu Liu Bing Xu Yinzhuo Chen Bufan Xu Wenpeng Lu Muyun Yang Tiejun Zhao MoE 57 1 0 02 Nov 2024
Open LLMs are Necessary for Current Private Adaptations and Outperform their Closed Alternatives Vincent Hanke Tom Blanchard Franziska Boenisch Iyiola Emmanuel Olatunji Michael Backes Adam Dziedzic PILM 98 6 0 02 Nov 2024
Pin-Tuning: Parameter-Efficient In-Context Tuning for Few-Shot Molecular Property Prediction Liang Wang Qiang Liu Shaozhen Liu Xin Sun Shu Wu Liang Wang 108 2 0 02 Nov 2024
Dual Low-Rank Adaptation for Continual Learning with Pre-Trained Models Huancheng Chen Jingtao Li Nidham Gazagnadou Weiming Zhuang Chen Chen Lingjuan Lyu VLM CLL 158 2 0 01 Nov 2024
MoTaDual: Modality-Task Dual Alignment for Enhanced Zero-shot Composed Image Retrieval Haiwen Li Fei Su Zhicheng Zhao 79 0 0 31 Oct 2024
Dynamic Information Sub-Selection for Decision Support Hung-Tien Huang M. Lennon Shreyas Bhat Brahmavar Sean Sylvia Junier B. Oliva 65 0 0 30 Oct 2024
An Individual Identity-Driven Framework for Animal Re-Identification Yihao Wu Di Zhao Jingfeng Zhang Yun Sing Koh 71 0 0 30 Oct 2024
MALoRA: Mixture of Asymmetric Low-Rank Adaptation for Enhanced Multi-Task Learning Xujia Wang Haiyan Zhao Shuo Wang Hanqing Wang Zhiyuan Liu MoMe MoE 63 1 0 30 Oct 2024
Lina-Speech: Gated Linear Attention is a Fast and Parameter-Efficient Learner for text-to-speech synthesis Théodor Lemerle Harrison Vanderbyl Vaibhav Srivastav Nicolas Obin Axel Roebel 80 1 0 30 Oct 2024
Demo-Craft: Using In-Context Learning to Improve Code Generation in Large Language Models Nirmal Joshua Kapu Mihit Sreejith 105 1 0 30 Oct 2024
Unified Domain Generalization and Adaptation for Multi-View 3D Object Detection Gyusam Chang Jiwon Lee Donghyun Kim Jinkyu Kim Dongwook Lee Daehyun Ji Sujin Jang Sangpil Kim 118 1 0 29 Oct 2024
Preserving Pre-trained Representation Space: On Effectiveness of Prefix-tuning for Large Multi-modal Models Donghoon Kim Gusang Lee Kyuhong Shim B. Shim 102 1 0 29 Oct 2024
MotionGPT-2: A General-Purpose Motion-Language Model for Motion Generation and Understanding Yuan Wang Di Huang Yaqi Zhang Wanli Ouyang J. Jiao Xuetao Feng Yan Zhou Pengfei Wan Shixiang Tang Dan Xu VGen 115 16 0 29 Oct 2024
LoRA Done RITE: Robust Invariant Transformation Equilibration for LoRA Optimization Jui-Nan Yen Si Si Zhao Meng Felix X. Yu Sai Surya Duvvuri Inderjit Dhillon Cho-Jui Hsieh Sanjiv Kumar 72 5 0 27 Oct 2024
Vector Quantization Prompting for Continual Learning L. Jiao Qiuxia Lai Yu LI Qiang Xu VLM CLL 62 5 0 27 Oct 2024