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The Power of Scale for Parameter-Efficient Prompt Tuning

The Power of Scale for Parameter-Efficient Prompt Tuning

18 April 2021
Brian Lester
Rami Al-Rfou
Noah Constant
    VPVLM
ArXivPDFHTML

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

50 / 163 papers shown
Title
PMA: Towards Parameter-Efficient Point Cloud Understanding via Point Mamba Adapter
PMA: Towards Parameter-Efficient Point Cloud Understanding via Point Mamba Adapter
Yaohua Zha
Yanzi Wang
Hang Guo
Jinpeng Wang
Tao Dai
Bin Chen
Zhihao Ouyang
Xue Yuerong
Ke Chen
Shu-Tao Xia
90
1
0
27 May 2025
RefLoRA: Refactored Low-Rank Adaptation for Efficient Fine-Tuning of Large Models
RefLoRA: Refactored Low-Rank Adaptation for Efficient Fine-Tuning of Large Models
Yilang Zhang
Bingcong Li
G. Giannakis
228
1
0
24 May 2025
Small Language Models in the Real World: Insights from Industrial Text Classification
Small Language Models in the Real World: Insights from Industrial Text Classification
Lujun Li
Lama Sleem
Niccolo Gentile
Geoffrey Nichil
Radu State
LLMAG
193
0
0
21 May 2025
Counterspeech the ultimate shield! Multi-Conditioned Counterspeech Generation through Attributed Prefix Learning
Counterspeech the ultimate shield! Multi-Conditioned Counterspeech Generation through Attributed Prefix Learning
Aswini Kumar Padhi
Anil Bandhakavi
Tanmoy Chakraborty
186
0
0
17 May 2025
GAPrompt: Geometry-Aware Point Cloud Prompt for 3D Vision Model
GAPrompt: Geometry-Aware Point Cloud Prompt for 3D Vision Model
Zixiang Ai
Zichen Liu
Yuanhang Lei
Zhenyu Cui
Xu Zou
Jiahuan Zhou
78
0
0
07 May 2025
Enhancing Target-unspecific Tasks through a Features Matrix
Enhancing Target-unspecific Tasks through a Features Matrix
Fangming Cui
Yonggang Zhang
Xuan Wang
Xinmei Tian
Jun Yu
AAML
87
1
0
06 May 2025
Diff-Prompt: Diffusion-Driven Prompt Generator with Mask Supervision
Diff-Prompt: Diffusion-Driven Prompt Generator with Mask Supervision
Weicai Yan
Wang Lin
Zirun Guo
Ye Wang
Fangming Feng
Xiaoda Yang
Ziyi Wang
Tao Jin
DiffM
263
2
0
30 Apr 2025
Revisiting the MIMIC-IV Benchmark: Experiments Using Language Models for Electronic Health Records
Revisiting the MIMIC-IV Benchmark: Experiments Using Language Models for Electronic Health Records
Jesus Lovon
Thouria Ben-Haddi
Jules Di Scala
José G. Moreno
L. Tamine
120
2
0
29 Apr 2025
Can Differentially Private Fine-tuning LLMs Protect Against Privacy Attacks?
Can Differentially Private Fine-tuning LLMs Protect Against Privacy Attacks?
Hao Du
Shang Liu
Yang Cao
AAML
103
0
0
28 Apr 2025
PointLoRA: Low-Rank Adaptation with Token Selection for Point Cloud Learning
PointLoRA: Low-Rank Adaptation with Token Selection for Point Cloud Learning
Song Wang
Xiaolu Liu
Lingdong Kong
Jianyun Xu
Chunyong Hu
Gongfan Fang
Wentong Li
Jianke Zhu
Xinchao Wang
106
0
0
22 Apr 2025
Histogram-based Parameter-efficient Tuning for Passive Sonar Classification
Histogram-based Parameter-efficient Tuning for Passive Sonar Classification
Amirmohammad Mohammadi
Davelle Carreiro
A. V. Dine
Joshua Peeples
87
0
0
21 Apr 2025
DMPT: Decoupled Modality-aware Prompt Tuning for Multi-modal Object Re-identification
DMPT: Decoupled Modality-aware Prompt Tuning for Multi-modal Object Re-identification
Minghui Lin
Shu Wang
Xiang Wang
Jianhua Tang
Longbin Fu
Zhengrong Zuo
Nong Sang
VLM
194
0
0
15 Apr 2025
Learning Optimal Prompt Ensemble for Multi-source Visual Prompt Transfer
Learning Optimal Prompt Ensemble for Multi-source Visual Prompt Transfer
Enming Zhang
Liwen Cao
Yanru Wu
Zijie Zhao
Guan Wang
Yang Li
97
0
0
09 Apr 2025
DUKAE: DUal-level Knowledge Accumulation and Ensemble for Pre-Trained Model-Based Continual Learning
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
131
0
0
09 Apr 2025
REFORMER: A ChatGPT-Driven Data Synthesis Framework Elevating Text-to-SQL Models
REFORMER: A ChatGPT-Driven Data Synthesis Framework Elevating Text-to-SQL Models
Shenyang Liu
Saleh Almohaimeed
Liqiang Wang
109
0
0
06 Apr 2025
Investigating and Mitigating Stereotype-aware Unfairness in LLM-based Recommendations
Investigating and Mitigating Stereotype-aware Unfairness in LLM-based Recommendations
Zihuai Zhao
Wenqi Fan
Yao Wu
Qing Li
123
1
0
05 Apr 2025
CA^2ST: Cross-Attention in Audio, Space, and Time for Holistic Video Recognition
CA^2ST: Cross-Attention in Audio, Space, and Time for Holistic Video Recognition
Jongseo Lee
Joohyun Chang
Dongho Lee
Jinwoo Choi
220
0
0
30 Mar 2025
DeLoRA: Decoupling Angles and Strength in Low-rank Adaptation
DeLoRA: Decoupling Angles and Strength in Low-rank Adaptation
Massimo Bini
Leander Girrbach
Zeynep Akata
174
1
0
23 Mar 2025
STOP: Integrated Spatial-Temporal Dynamic Prompting for Video Understanding
STOP: Integrated Spatial-Temporal Dynamic Prompting for Video Understanding
Zichen Liu
Kunlun Xu
Fuchun Sun
Xu Zou
Yuxin Peng
Jiahuan Zhou
VLM
AI4TS
140
2
0
20 Mar 2025
TLAC: Two-stage LMM Augmented CLIP for Zero-Shot Classification
TLAC: Two-stage LMM Augmented CLIP for Zero-Shot Classification
Ans Munir
Faisal Z. Qureshi
M. H. Khan
Mohsen Ali
VLM
109
0
0
15 Mar 2025
MMRL: Multi-Modal Representation Learning for Vision-Language Models
MMRL: Multi-Modal Representation Learning for Vision-Language Models
Yuncheng Guo
Xiaodong Gu
VLM
OffRL
384
3
0
11 Mar 2025
Prompt2LVideos: Exploring Prompts for Understanding Long-Form Multimodal Videos
Soumya Jahagirdar
Jayasree Saha
C. V. Jawahar
91
0
0
11 Mar 2025
Universal Incremental Learning: Mitigating Confusion from Inter- and Intra-task Distribution Randomness
Universal Incremental Learning: Mitigating Confusion from Inter- and Intra-task Distribution Randomness
Sheng Luo
Yi Zhou
Tao Zhou
CLL
134
0
0
10 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
183
5
0
07 Mar 2025
Advancing Multimodal In-Context Learning in Large Vision-Language Models with Task-aware Demonstrations
Advancing Multimodal In-Context Learning in Large Vision-Language Models with Task-aware Demonstrations
Yanshu Li
107
2
0
05 Mar 2025
PaCA: Partial Connection Adaptation for Efficient Fine-Tuning
Sunghyeon Woo
Sol Namkung
Sunwoo Lee
Inho Jeong
Beomseok Kim
Dongsuk Jeon
95
0
0
28 Feb 2025
CODI: Compressing Chain-of-Thought into Continuous Space via Self-Distillation
CODI: Compressing Chain-of-Thought into Continuous Space via Self-Distillation
Zhenyi Shen
Hanqi Yan
Linhai Zhang
Zhanghao Hu
Yali Du
Yulan He
LRM
141
22
0
28 Feb 2025
NEAT: Nonlinear Parameter-efficient Adaptation of Pre-trained Models
NEAT: Nonlinear Parameter-efficient Adaptation of Pre-trained Models
Yibo Zhong
Haoxiang Jiang
Lincan Li
Ryumei Nakada
Tianci Liu
Linjun Zhang
Huaxiu Yao
Haoyu Wang
211
2
0
24 Feb 2025
RePrompt: Planning by Automatic Prompt Engineering for Large Language Models Agents
RePrompt: Planning by Automatic Prompt Engineering for Large Language Models Agents
Weizhe Chen
Sven Koenig
B. Dilkina
LLMAG
153
10
0
17 Feb 2025
SoftCoT: Soft Chain-of-Thought for Efficient Reasoning with LLMs
SoftCoT: Soft Chain-of-Thought for Efficient Reasoning with LLMs
Yige Xu
Xu Guo
Zhiwei Zeng
Chunyan Miao
LLMAG
CLL
LRM
107
18
0
17 Feb 2025
How to Upscale Neural Networks with Scaling Law? A Survey and Practical Guidelines
How to Upscale Neural Networks with Scaling Law? A Survey and Practical Guidelines
Ayan Sengupta
Ayan Sengupta
Tanmoy Chakraborty
103
0
0
17 Feb 2025
Strada-LLM: Graph LLM for traffic prediction
Strada-LLM: Graph LLM for traffic prediction
Seyed Mohamad Moghadas
Yangxintong Lyu
Bruno Cornelis
Alexandre Alahi
Adrian Munteanu
AI4TS
81
1
0
17 Feb 2025
Uni-Retrieval: A Multi-Style Retrieval Framework for STEM's Education
Uni-Retrieval: A Multi-Style Retrieval Framework for STEM's Education
Yanhao Jia
Xinyi Wu
Hao Li
Qinglin Zhang
Yuxiao Hu
Shuai Zhao
Wenqi Fan
134
3
0
09 Feb 2025
CORRECT: Context- and Reference-Augmented Reasoning and Prompting for Fact-Checking
CORRECT: Context- and Reference-Augmented Reasoning and Prompting for Fact-Checking
Delvin Ce Zhang
Dongwon Lee
HILM
LRM
130
0
0
09 Feb 2025
LoCA: Location-Aware Cosine Adaptation for Parameter-Efficient Fine-Tuning
LoCA: Location-Aware Cosine Adaptation for Parameter-Efficient Fine-Tuning
Zhekai Du
Yinjie Min
Jingjing Li
Ke Lu
Changliang Zou
Liuhua Peng
Tingjin Chu
Mingming Gong
366
1
0
05 Feb 2025
Prompt-based Depth Pruning of Large Language Models
Prompt-based Depth Pruning of Large Language Models
Juyun Wee
Minjae Park
Jaeho Lee
VLM
144
0
0
04 Feb 2025
SecPE: Secure Prompt Ensembling for Private and Robust Large Language Models
SecPE: Secure Prompt Ensembling for Private and Robust Large Language Models
Jiawen Zhang
Kejia Chen
Zunlei Feng
Jian Lou
Mingli Song
Qingbin Liu
Xiaoyu Yang
AAML
SILM
FedML
107
1
0
02 Feb 2025
Unleashing the Potential of Large Language Models as Prompt Optimizers: Analogical Analysis with Gradient-based Model Optimizers
Unleashing the Potential of Large Language Models as Prompt Optimizers: Analogical Analysis with Gradient-based Model Optimizers
Xinyu Tang
Xiaolei Wang
Wayne Xin Zhao
Siyuan Lu
Yaliang Li
Ji-Rong Wen
LRM
101
18
0
28 Jan 2025
BLoB: Bayesian Low-Rank Adaptation by Backpropagation for Large Language Models
BLoB: Bayesian Low-Rank Adaptation by Backpropagation for Large Language Models
Yibin Wang
Haizhou Shi
Ligong Han
Dimitris N. Metaxas
Hao Wang
BDL
UQLM
203
9
0
28 Jan 2025
Parameter-Efficient Fine-Tuning for Foundation Models
Parameter-Efficient Fine-Tuning for Foundation Models
Dan Zhang
Tao Feng
Lilong Xue
Yuandong Wang
Yuxiao Dong
J. Tang
186
11
0
23 Jan 2025
Empowering Large Language Model for Continual Video Question Answering with Collaborative Prompting
Empowering Large Language Model for Continual Video Question Answering with Collaborative Prompting
Chen Cai
Zheng Wang
J. Gao
Wenyang Liu
Ye Lu
Runzhong Zhang
Kim-Hui Yap
CLL
109
1
0
20 Jan 2025
RELIEF: Reinforcement Learning Empowered Graph Feature Prompt Tuning
RELIEF: Reinforcement Learning Empowered Graph Feature Prompt Tuning
Jiapeng Zhu
Zichen Ding
Jianxiang Yu
Jiaqi Tan
Xiang Li
Weining Qian
OffRL
195
4
0
20 Jan 2025
ProKeR: A Kernel Perspective on Few-Shot Adaptation of Large Vision-Language Models
ProKeR: A Kernel Perspective on Few-Shot Adaptation of Large Vision-Language Models
Yassir Bendou
Amine Ouasfi
Vincent Gripon
A. Boukhayma
VLM
122
0
0
19 Jan 2025
CrisisSense-LLM: Instruction Fine-Tuned Large Language Model for Multi-label Social Media Text Classification in Disaster Informatics
CrisisSense-LLM: Instruction Fine-Tuned Large Language Model for Multi-label Social Media Text Classification in Disaster Informatics
Kai Yin
Chengkai Liu
Ali Mostafavi
Xia Hu
90
12
0
17 Jan 2025
A Hessian-informed hyperparameter optimization for differential learning rate
A Hessian-informed hyperparameter optimization for differential learning rate
Shiyun Xu
Zhiqi Bu
Yiliang Zhang
Ian Barnett
87
1
0
12 Jan 2025
RAPGen: An Approach for Fixing Code Inefficiencies in Zero-Shot
RAPGen: An Approach for Fixing Code Inefficiencies in Zero-Shot
Spandan Garg
Roshanak Zilouchian Moghaddam
Neel Sundaresan
137
10
0
10 Jan 2025
MaPPER: Multimodal Prior-guided Parameter Efficient Tuning for Referring Expression Comprehension
MaPPER: Multimodal Prior-guided Parameter Efficient Tuning for Referring Expression Comprehension
Ting Liu
Zunnan Xu
Yue Hu
Liangtao Shi
Zhiqiang Wang
Quanjun Yin
104
3
0
03 Jan 2025
From Reading to Compressing: Exploring the Multi-document Reader for Prompt Compression
From Reading to Compressing: Exploring the Multi-document Reader for Prompt Compression
Eunseong Choi
Sunkyung Lee
Minjin Choi
June Park
Jongwuk Lee
130
1
0
03 Jan 2025
A Comprehensive Survey of Large Language Models and Multimodal Large Language Models in Medicine
A Comprehensive Survey of Large Language Models and Multimodal Large Language Models in Medicine
Hanguang Xiao
Feizhong Zhou
Xianglong Liu
Tianqi Liu
Zhipeng Li
Xin Liu
Xiaoxuan Huang
AILaw
LM&MA
LRM
101
25
0
31 Dec 2024
Chain-of-Translation Prompting (CoTR): A Novel Prompting Technique for Low Resource Languages
Chain-of-Translation Prompting (CoTR): A Novel Prompting Technique for Low Resource Languages
Tejas Deshpande
Nidhi Kowtal
Raviraj Joshi
LRM
94
1
0
31 Dec 2024
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