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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
Towards Efficient Visual-Language Alignment of the Q-Former for Visual Reasoning Tasks Sungkyung Kim Adam Lee Junyoung Park Andrew Chung Jusang Oh Jay-Yoon Lee 45 3 0 12 Oct 2024
Zeroth-Order Fine-Tuning of LLMs in Random Subspaces Ziming Yu Pan Zhou Sike Wang Jia Li Hua Huang 80 2 0 11 Oct 2024
Calibrated Cache Model for Few-Shot Vision-Language Model Adaptation Kun Ding Qiang Yu Haojian Zhang Gaofeng Meng Shiming Xiang VLM 67 0 0 11 Oct 2024
StraGo: Harnessing Strategic Guidance for Prompt Optimization Yurong Wu Yan Gao Bin Benjamin Zhu Zineng Zhou Xiaodi Sun Sheng Yang Jian-Guang Lou Zhiming Ding Linjun Yang LLMAG 88 6 0 11 Oct 2024
Parameter-Efficient Fine-Tuning of Large Language Models using Semantic Knowledge Tuning Nusrat Jahan Prottasha Asif Mahmud Md. Shohanur Islam Sobuj Prakash Bhat Md. Kowsher Niloofar Yousefi O. Garibay 113 7 0 11 Oct 2024
Emergent social conventions and collective bias in LLM populations Ariel Flint Ashery L. Aiello Andrea Baronchelli AI4CE 95 2 0 11 Oct 2024
Parameter-Efficient Fine-Tuning of State Space Models Kevin Galim Wonjun Kang Yuchen Zeng H. Koo Kangwook Lee 136 4 0 11 Oct 2024
Federated Learning in Practice: Reflections and Projections Katharine Daly Hubert Eichner Peter Kairouz H. B. McMahan Daniel Ramage Zheng Xu FedML 94 10 0 11 Oct 2024
Parameter-Efficient Fine-Tuning in Spectral Domain for Point Cloud Learning Dingkang Liang Tianrui Feng Xin Zhou Yumeng Zhang Zhikang Zou Xiang Bai 68 7 0 10 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 86 4 0 10 Oct 2024
ACCEPT: Adaptive Codebook for Composite and Efficient Prompt Tuning Yu-Chen Lin Wei-Hua Li Jun-Cheng Chen Chu-Song Chen 65 1 0 10 Oct 2024
StablePrompt: Automatic Prompt Tuning using Reinforcement Learning for Large Language Models Minchan Kwon Gaeun Kim Jongsuk Kim Haeil Lee Junmo Kim OffRL LRM LLMAG 75 4 0 10 Oct 2024
LecPrompt: A Prompt-based Approach for Logical Error Correction with CodeBERT Zhenyu Xu Victor S. Sheng KELM 84 0 0 10 Oct 2024
COS-DPO: Conditioned One-Shot Multi-Objective Fine-Tuning Framework Yinuo Ren Tesi Xiao Michael Shavlovsky Lexing Ying Holakou Rahmanian 74 1 0 10 Oct 2024
Is C4 Dataset Optimal for Pruning? An Investigation of Calibration Data for LLM Pruning Abhinav Bandari L. Yin Cheng-Yu Hsieh Ajay Kumar Jaiswal Tianlong Chen Li Shen Ranjay Krishna Shiwei Liu 79 8 0 09 Oct 2024
Parameter-Efficient Fine-Tuning via Selective Discrete Cosine Transform Yixian Shen Qi Bi Jia-Hong Huang Hongyi Zhu Anuj Pathania 66 1 0 09 Oct 2024
Deep Correlated Prompting for Visual Recognition with Missing Modalities Lianyu Hu Tongkai Shi Wei Feng Fanhua Shang Liang Wan VLM 132 2 0 09 Oct 2024
Addax: Utilizing Zeroth-Order Gradients to Improve Memory Efficiency and Performance of SGD for Fine-Tuning Language Models Zeman Li Xinwei Zhang Peilin Zhong Yuan Deng Meisam Razaviyayn Vahab Mirrokni 116 5 0 09 Oct 2024
Towards Interpreting Visual Information Processing in Vision-Language Models Clement Neo Luke Ong Philip Torr Mor Geva David M. Krueger Fazl Barez 137 15 0 09 Oct 2024
Glider: Global and Local Instruction-Driven Expert Router Pingzhi Li Prateek Yadav Jaehong Yoon Jie Peng Yi-Lin Sung Joey Tianyi Zhou Tianlong Chen MoMe MoE 94 2 0 09 Oct 2024
A Survey: Collaborative Hardware and Software Design in the Era of Large Language Models Cong Guo Feng Cheng Zhixu Du James Kiessling Jonathan Ku ... Qilin Zheng Guanglei Zhou Hai Li-Wei Li Yiran Chen 60 7 0 08 Oct 2024
Manual Verbalizer Enrichment for Few-Shot Text Classification Quang Anh Nguyen Nadi Tomeh M. Lebbah Thierry Charnois Hanene Azzag Santiago Cordoba Muñoz VLM 86 0 0 08 Oct 2024
Hyper Adversarial Tuning for Boosting Adversarial Robustness of Pretrained Large Vision Models Kangtao Lv Huangsen Cao Kainan Tu Yihuai Xu Zhimeng Zhang Xin Ding Yongwei Wang MoMe AAML VLM 53 1 0 08 Oct 2024
Generating Synthetic Datasets for Few-shot Prompt Tuning Xu Guo Zilin Du Boyang Li Chunyan Miao 95 2 0 08 Oct 2024
PortLLM: Personalizing Evolving Large Language Models with Training-Free and Portable Model Patches Rana Muhammad Shahroz Khan Pingzhi Li Sukwon Yun Zhenyu Wang S. Nirjon Chau-Wai Wong Tianlong Chen KELM 118 3 0 08 Oct 2024
TuneVLSeg: Prompt Tuning Benchmark for Vision-Language Segmentation Models Rabin Adhikari Safal Thapaliya Manish Dhakal Bishesh Khanal MLLM VLM 77 0 0 07 Oct 2024
Item Cluster-aware Prompt Learning for Session-based Recommendation Wooseong Yang Chen Wang Zihe Song Weizhi Zhang Philip S. Yu VLM 86 0 0 07 Oct 2024
Provable Weak-to-Strong Generalization via Benign Overfitting David X. Wu A. Sahai 165 10 0 06 Oct 2024
Control Large Language Models via Divide and Conquer Bingxuan Li Yiwei Wang Tao Meng Kai-Wei Chang Nanyun Peng 54 2 0 06 Oct 2024
On Evaluating LLMs' Capabilities as Functional Approximators: A Bayesian Perspective Shoaib Ahmed Siddiqui Yanzhi Chen Juyeon Heo Menglin Xia Adrian Weller 47 0 0 06 Oct 2024
RevMUX: Data Multiplexing with Reversible Adapters for Efficient LLM Batch Inference Yige Xu Xu Guo Zhiwei Zeng Chunyan Miao 65 0 0 06 Oct 2024
Persona Knowledge-Aligned Prompt Tuning Method for Online Debate Chunkit Chan Cheng Jiayang Xin Liu Yauwai Yim Yuxin Jiang Zheye Deng Haoran Li Yangqiu Song Ginny Wong Simon See 114 0 0 05 Oct 2024
DiDOTS: Knowledge Distillation from Large-Language-Models for Dementia Obfuscation in Transcribed Speech Dominika Woszczyk Soteris Demetriou 73 0 0 05 Oct 2024
Hyperbolic Fine-tuning for Large Language Models Menglin Yang Aosong Feng Bo Xiong Jihong Liu Irwin King Rex Ying 88 6 0 05 Oct 2024
Auto-GDA: Automatic Domain Adaptation for Efficient Grounding Verification in Retrieval-Augmented Generation Tobias Leemann Periklis Petridis G. Vietri Dionysis Manousakas Aaron Roth Sergul Aydore 116 0 0 04 Oct 2024
Function-Guided Conditional Generation Using Protein Language Models with Adapters Jason Yang Aadyot Bhatnagar Jeffrey A. Ruffolo Ali Madani 80 5 0 04 Oct 2024
Coal Mining Question Answering with LLMs Antonio Carlos Rivera Anthony Moore Steven Robinson 74 1 0 03 Oct 2024
Fine-Tuning Language Models with Differential Privacy through Adaptive Noise Allocation Xianzhi Li Ran Zmigrod Zhiqiang Ma Xiaomo Liu Xiaodan Zhu 116 3 0 03 Oct 2024
Reward-RAG: Enhancing RAG with Reward Driven Supervision Thang Nguyen Peter Chin Yu-Wing Tai RALM 130 5 0 03 Oct 2024
Can Language Models Take A Hint? Prompting for Controllable Contextualized Commonsense Inference Pedro Colon-Hernandez Nanxi Liu Chelsea Joe Peter Chin Claire Yin H. Lieberman Yida Xin C. Breazeal ReLM LRM 65 1 0 03 Oct 2024
Revisiting Prefix-tuning: Statistical Benefits of Reparameterization among Prompts Minh Le Chau Nguyen Huy Nguyen Quyen Tran Trung Le Nhat Ho 135 8 0 03 Oct 2024
Theoretical Insights into Fine-Tuning Attention Mechanism: Generalization and Optimization Xinhao Yao Hongjin Qian Xiaolin Hu Gengze Xu Wei Liu Jian Luan Bin Wang Yang Liu 122 1 0 03 Oct 2024
Question-guided Knowledge Graph Re-scoring and Injection for Knowledge Graph Question Answering Yu Zhang Kehai Chen Xuefeng Bai zhao kang Quanjiang Guo Min Zhang 120 12 0 02 Oct 2024
FedPT: Federated Proxy-Tuning of Large Language Models on Resource-Constrained Edge Devices Zhidong Gao Yu Zhang Zhenxiao Zhang Yanmin Gong Yuanxiong Guo 69 1 0 01 Oct 2024
Fisher Information-based Efficient Curriculum Federated Learning with Large Language Models Ji Liu Jiaxiang Ren Ruoming Jin Zijie Zhang Yang Zhou P. Valduriez Dejing Dou FedML 91 6 0 30 Sep 2024
HDMoLE: Mixture of LoRA Experts with Hierarchical Routing and Dynamic Thresholds for Fine-Tuning LLM-based ASR Models Bingshen Mu Kun Wei Qijie Shao Yong Xu Lei Xie MoE 118 2 0 30 Sep 2024
X-Prompt: Multi-modal Visual Prompt for Video Object Segmentation Pinxue Guo Wanyun Li Hao Huang Lingyi Hong Xinyu Zhou Zhaoyu Chen Jinglun Li Kaixun Jiang Wei Zhang Wenqiang Zhang VLM VOS 106 4 0 28 Sep 2024
Realistic Evaluation of Model Merging for Compositional Generalization Derek Tam Yash Kant Brian Lester Igor Gilitschenski Colin Raffel MoMe 99 9 0 26 Sep 2024
Evaluation of Large Language Models for Summarization Tasks in the Medical Domain: A Narrative Review Emma Croxford Yanjun Gao Nicholas Pellegrino Karen K. Wong Graham Wills Elliot First Frank J. Liao Cherodeep Goswami Brian Patterson Majid Afshar HILM ELM LM&MA 129 1 0 26 Sep 2024
PEDRO: Parameter-Efficient Fine-tuning with Prompt DEpenDent Representation MOdification Tianfang Xie Tianjing Li Wei Zhu Wei Han Yi Zhao 85 5 0 26 Sep 2024