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The Power of Scale for Parameter-Efficient Prompt Tuning
v1v2 (latest)

The Power of Scale for Parameter-Efficient Prompt Tuning

18 April 2021
Brian Lester
Rami Al-Rfou
Noah Constant
    VPVLM
ArXiv (abs)PDFHTML

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

50 / 2,607 papers shown
Title
Privacy-Preserving Prompt Tuning for Large Language Model Services
Privacy-Preserving Prompt Tuning for Large Language Model Services
Yansong Li
Zhixing Tan
Yang Liu
SILMVLM
112
69
0
10 May 2023
Synthetic Query Generation for Privacy-Preserving Deep Retrieval Systems
  using Differentially Private Language Models
Synthetic Query Generation for Privacy-Preserving Deep Retrieval Systems using Differentially Private Language Models
Aldo G. Carranza
Rezsa Farahani
Natalia Ponomareva
Alexey Kurakin
Matthew Jagielski
Milad Nasr
SyDa
82
7
0
10 May 2023
Towards Building the Federated GPT: Federated Instruction Tuning
Towards Building the Federated GPT: Federated Instruction Tuning
Jianyi Zhang
Saeed Vahidian
Martin Kuo
Chunyuan Li
Ruiyi Zhang
Tong Yu
Yufan Zhou
Guoyin Wang
Yiran Chen
ALMFedML
87
132
0
09 May 2023
Adapt and Align to Improve Zero-Shot Sketch-Based Image Retrieval
Adapt and Align to Improve Zero-Shot Sketch-Based Image Retrieval
Shiyin Dong
Mingrui Zhu
N. Wang
Xinbo Gao
VLM
81
3
0
09 May 2023
HiFi: High-Information Attention Heads Hold for Parameter-Efficient
  Model Adaptation
HiFi: High-Information Attention Heads Hold for Parameter-Efficient Model Adaptation
Anchun Gui
Han Xiao
60
5
0
08 May 2023
Controllable Mixed-Initiative Dialogue Generation through Prompting
Controllable Mixed-Initiative Dialogue Generation through Prompting
Maximillian Chen
Xiao Yu
Weiyan Shi
Urvi Awasthi
Zhou Yu
64
28
0
06 May 2023
DiscoPrompt: Path Prediction Prompt Tuning for Implicit Discourse
  Relation Recognition
DiscoPrompt: Path Prediction Prompt Tuning for Implicit Discourse Relation Recognition
Chunkit Chan
Xin Liu
Cheng Jiayang
Zihan Li
Yangqiu Song
Ginny Wong
Simon See
82
31
0
06 May 2023
Residual Prompt Tuning: Improving Prompt Tuning with Residual
  Reparameterization
Residual Prompt Tuning: Improving Prompt Tuning with Residual Reparameterization
Anastasia Razdaibiedina
Yuning Mao
Rui Hou
Madian Khabsa
M. Lewis
Jimmy Ba
Amjad Almahairi
VLM
81
51
0
06 May 2023
COLA: A Benchmark for Compositional Text-to-image Retrieval
COLA: A Benchmark for Compositional Text-to-image Retrieval
Arijit Ray
Filip Radenovic
Abhimanyu Dubey
Bryan A. Plummer
Ranjay Krishna
Kate Saenko
CoGeVLM
112
38
0
05 May 2023
Low-Resource Multi-Granularity Academic Function Recognition Based on
  Multiple Prompt Knowledge
Low-Resource Multi-Granularity Academic Function Recognition Based on Multiple Prompt Knowledge
Jiawei Liu
Ziteng Xiong
Yi-ping Jiang
Yongqiang Ma
Wei Lu
Yong Huang
Qikai Cheng
49
1
0
05 May 2023
Personalize Segment Anything Model with One Shot
Personalize Segment Anything Model with One Shot
Renrui Zhang
Zhengkai Jiang
Ziyu Guo
Shilin Yan
Junting Pan
Xianzheng Ma
Hao Dong
Peng Gao
Hongsheng Li
MLLMVLM
113
219
0
04 May 2023
Automatic Prompt Optimization with "Gradient Descent" and Beam Search
Automatic Prompt Optimization with "Gradient Descent" and Beam Search
Reid Pryzant
Dan Iter
Jerry Li
Y. Lee
Chenguang Zhu
Michael Zeng
97
359
0
04 May 2023
Unified Model Learning for Various Neural Machine Translation
Unified Model Learning for Various Neural Machine Translation
Yunlong Liang
Fandong Meng
Jinan Xu
Jiaan Wang
Jinan Xu
Jie Zhou
81
1
0
04 May 2023
Prompt-ICM: A Unified Framework towards Image Coding for Machines with
  Task-driven Prompts
Prompt-ICM: A Unified Framework towards Image Coding for Machines with Task-driven Prompts
Ruoyu Feng
Jinming Liu
Xin Jin
Xiaohan Pan
Heming Sun
Zhibo Chen
VLM
112
13
0
04 May 2023
Black-box Prompt Tuning with Subspace Learning
Black-box Prompt Tuning with Subspace Learning
Yuanhang Zheng
Zhixing Tan
Peng Li
Yang Liu
VLM
147
11
0
04 May 2023
PTP: Boosting Stability and Performance of Prompt Tuning with
  Perturbation-Based Regularizer
PTP: Boosting Stability and Performance of Prompt Tuning with Perturbation-Based Regularizer
Lichang Chen
Heng-Chiao Huang
Varun Madhavan
AAML
176
12
0
03 May 2023
Distilling Step-by-Step! Outperforming Larger Language Models with Less
  Training Data and Smaller Model Sizes
Distilling Step-by-Step! Outperforming Larger Language Models with Less Training Data and Smaller Model Sizes
Lokesh Nagalapatti
Chun-Liang Li
Chih-Kuan Yeh
Hootan Nakhost
Yasuhisa Fujii
Alexander Ratner
Ranjay Krishna
Chen-Yu Lee
Tomas Pfister
ALM
360
562
0
03 May 2023
Making the Most of What You Have: Adapting Pre-trained Visual Language
  Models in the Low-data Regime
Making the Most of What You Have: Adapting Pre-trained Visual Language Models in the Low-data Regime
Chuhan Zhang
Antoine Miech
Jiajun Shen
Jean-Baptiste Alayrac
Pauline Luc
VLMVPVLM
90
2
0
03 May 2023
Learngene: Inheriting Condensed Knowledge from the Ancestry Model to
  Descendant Models
Learngene: Inheriting Condensed Knowledge from the Ancestry Model to Descendant Models
Qiufeng Wang
Xu Yang
Shuxia Lin
Jing Wang
Xin Geng
80
13
0
03 May 2023
Don't Stop Pretraining? Make Prompt-based Fine-tuning Powerful Learner
Don't Stop Pretraining? Make Prompt-based Fine-tuning Powerful Learner
Zhengxiang Shi
Aldo Lipani
VLMCLL
80
22
0
02 May 2023
Distill or Annotate? Cost-Efficient Fine-Tuning of Compact Models
Distill or Annotate? Cost-Efficient Fine-Tuning of Compact Models
Junmo Kang
Wei Xu
Alan Ritter
128
15
0
02 May 2023
UNTER: A Unified Knowledge Interface for Enhancing Pre-trained Language
  Models
UNTER: A Unified Knowledge Interface for Enhancing Pre-trained Language Models
Deming Ye
Yankai Lin
Zhengyan Zhang
Maosong Sun
KELM
55
0
0
02 May 2023
Parameter-Efficient Cross-lingual Transfer of Vision and Language Models
  via Translation-based Alignment
Parameter-Efficient Cross-lingual Transfer of Vision and Language Models via Translation-based Alignment
Zhen Zhang
Jialu Wang
Xinze Wang
VLM
104
2
0
02 May 2023
VPGTrans: Transfer Visual Prompt Generator across LLMs
VPGTrans: Transfer Visual Prompt Generator across LLMs
Ao Zhang
Hao Fei
Yuan Yao
Wei Ji
Li Li
Zhiyuan Liu
Tat-Seng Chua
MLLMVLM
89
89
0
02 May 2023
Prompt as Triggers for Backdoor Attack: Examining the Vulnerability in
  Language Models
Prompt as Triggers for Backdoor Attack: Examining the Vulnerability in Language Models
Shuai Zhao
Jinming Wen
Anh Tuan Luu
Jiaqi Zhao
Jie Fu
SILM
176
99
0
02 May 2023
RadAdapt: Radiology Report Summarization via Lightweight Domain
  Adaptation of Large Language Models
RadAdapt: Radiology Report Summarization via Lightweight Domain Adaptation of Large Language Models
Dave Van Veen
Cara Van Uden
Maayane Attias
Anuj Pareek
Christian Blüthgen
...
Jean-Benoit Delbrouck
Juan Manuel Zambrano Chaves
C. Langlotz
Akshay S. Chaudhari
John M. Pauly
LM&MA
87
29
0
02 May 2023
Consolidator: Mergeable Adapter with Grouped Connections for Visual
  Adaptation
Consolidator: Mergeable Adapter with Grouped Connections for Visual Adaptation
Tianxiang Hao
Hui Chen
Yuchen Guo
Guiguang Ding
132
16
0
30 Apr 2023
Reliable Gradient-free and Likelihood-free Prompt Tuning
Reliable Gradient-free and Likelihood-free Prompt Tuning
Maohao Shen
S. Ghosh
P. Sattigeri
Subhro Das
Yuheng Bu
G. Wornell
VLM
115
12
0
30 Apr 2023
POUF: Prompt-oriented unsupervised fine-tuning for large pre-trained
  models
POUF: Prompt-oriented unsupervised fine-tuning for large pre-trained models
Korawat Tanwisuth
Shujian Zhang
Huangjie Zheng
Pengcheng He
Mingyuan Zhou
VLMVPVLM
188
28
0
29 Apr 2023
Instruction-ViT: Multi-Modal Prompts for Instruction Learning in ViT
Instruction-ViT: Multi-Modal Prompts for Instruction Learning in ViT
Zhe Xiao
Yuzhong Chen
Lu Zhang
Jun Yao
Zihao Wu
...
Yixuan Yuan
Dinggang Shen
Dajiang Zhu
Tianming Liu
Xi Jiang
VLMMLLM
138
17
0
29 Apr 2023
LLaMA-Adapter V2: Parameter-Efficient Visual Instruction Model
LLaMA-Adapter V2: Parameter-Efficient Visual Instruction Model
Peng Gao
Jiaming Han
Renrui Zhang
Ziyi Lin
Shijie Geng
...
Pan Lu
Conghui He
Xiangyu Yue
Hongsheng Li
Yu Qiao
MLLM
120
588
0
28 Apr 2023
Empirical Analysis of the Strengths and Weaknesses of PEFT Techniques
  for LLMs
Empirical Analysis of the Strengths and Weaknesses of PEFT Techniques for LLMs
George Pu
Anirudh Jain
Jihan Yin
Russell Kaplan
75
43
0
28 Apr 2023
Towards Robust Text-Prompted Semantic Criterion for In-the-Wild Video
  Quality Assessment
Towards Robust Text-Prompted Semantic Criterion for In-the-Wild Video Quality Assessment
Haoning Wu
Liang Liao
Annan Wang
Chaofeng Chen
Jingwen Hou
Wenxiu Sun
Qiong Yan
Weisi Lin
102
15
0
28 Apr 2023
Prompt Engineering for Healthcare: Methodologies and Applications
Prompt Engineering for Healthcare: Methodologies and Applications
Jiaqi Wang
Enze Shi
Sigang Yu
Zihao Wu
Chong Ma
...
Dajiang Zhu
Yixuan Yuan
Dinggang Shen
Tianming Liu
Shu Zhang
LM&MA
131
116
0
28 Apr 2023
$π$-Tuning: Transferring Multimodal Foundation Models with Optimal
  Multi-task Interpolation
πππ-Tuning: Transferring Multimodal Foundation Models with Optimal Multi-task Interpolation
Chengyue Wu
Teng Wang
Yixiao Ge
Zeyu Lu
Rui-Zhi Zhou
Ying Shan
Ping Luo
MoMe
145
37
0
27 Apr 2023
CONSCENDI: A Contrastive and Scenario-Guided Distillation Approach to
  Guardrail Models for Virtual Assistants
CONSCENDI: A Contrastive and Scenario-Guided Distillation Approach to Guardrail Models for Virtual Assistants
A. Sun
Varun Nair
Elliot Schumacher
Anitha Kannan
80
3
0
27 Apr 2023
FVP: Fourier Visual Prompting for Source-Free Unsupervised Domain
  Adaptation of Medical Image Segmentation
FVP: Fourier Visual Prompting for Source-Free Unsupervised Domain Adaptation of Medical Image Segmentation
Yan Wang
Jian Cheng
Yixin Chen
Shuai Shao
Lanyun Zhu
Zhenzhou Wu
Tianming Liu
Haogang Zhu
OODMedIm
126
26
0
26 Apr 2023
CitePrompt: Using Prompts to Identify Citation Intent in Scientific
  Papers
CitePrompt: Using Prompts to Identify Citation Intent in Scientific Papers
Avishek Lahiri
Debarshi Kumar Sanyal
Imon Mukherjee
35
8
0
25 Apr 2023
PEFT-Ref: A Modular Reference Architecture and Typology for
  Parameter-Efficient Finetuning Techniques
PEFT-Ref: A Modular Reference Architecture and Typology for Parameter-Efficient Finetuning Techniques
Mohammed Sabry
Anya Belz
109
8
0
24 Apr 2023
AMR Parsing with Instruction Fine-tuned Pre-trained Language Models
AMR Parsing with Instruction Fine-tuned Pre-trained Language Models
Young-Suk Lee
Ramón Fernández Astudillo
Radu Florian
Tahira Naseem
Salim Roukos
66
4
0
24 Apr 2023
LaMP: When Large Language Models Meet Personalization
LaMP: When Large Language Models Meet Personalization
Alireza Salemi
Sheshera Mysore
Michael Bendersky
Hamed Zamani
RALM
131
241
0
22 Apr 2023
RPLKG: Robust Prompt Learning with Knowledge Graph
RPLKG: Robust Prompt Learning with Knowledge Graph
Yewon Kim
Yongtaek Lim
Dokyung Yoon
Kyungwoo Song
Kyungwoo Song
VLM
21
0
0
21 Apr 2023
Multi-view Vision-Prompt Fusion Network: Can 2D Pre-trained Model Boost
  3D Point Cloud Data-scarce Learning?
Multi-view Vision-Prompt Fusion Network: Can 2D Pre-trained Model Boost 3D Point Cloud Data-scarce Learning?
Hao Peng
Baopu Li
Bo Zhang
Xin Chen
Tao Chen
Erik Cambria
3DPC
97
1
0
20 Apr 2023
AdapterGNN: Parameter-Efficient Fine-Tuning Improves Generalization in
  GNNs
AdapterGNN: Parameter-Efficient Fine-Tuning Improves Generalization in GNNs
Shengrui Li
Xueting Han
Jing Bai
AI4CE
45
12
0
19 Apr 2023
MixPro: Simple yet Effective Data Augmentation for Prompt-based Learning
MixPro: Simple yet Effective Data Augmentation for Prompt-based Learning
Bohan Li
Longxu Dou
Yutai Hou
Yunlong Feng
Honglin Mu
Qingfu Zhu
Qinghua Sun
Wanxiang Che
VLM
76
4
0
19 Apr 2023
D2CSE: Difference-aware Deep continuous prompts for Contrastive Sentence
  Embeddings
D2CSE: Difference-aware Deep continuous prompts for Contrastive Sentence Embeddings
HyunJae Lee
VLM
52
0
0
18 Apr 2023
Hyper-Decision Transformer for Efficient Online Policy Adaptation
Hyper-Decision Transformer for Efficient Online Policy Adaptation
Mengdi Xu
Yuchen Lu
Songlin Yang
Shun Zhang
Ding Zhao
Chuang Gan
OffRL
73
41
0
17 Apr 2023
Towards Robust Prompts on Vision-Language Models
Towards Robust Prompts on Vision-Language Models
Jindong Gu
Ahmad Beirami
Xuezhi Wang
Alex Beutel
Philip Torr
Yao Qin
VLMVPVLM
86
8
0
17 Apr 2023
Learning to Compress Prompts with Gist Tokens
Learning to Compress Prompts with Gist Tokens
Jesse Mu
Xiang Lisa Li
Noah D. Goodman
VLM
148
227
0
17 Apr 2023
LongForm: Effective Instruction Tuning with Reverse Instructions
LongForm: Effective Instruction Tuning with Reverse Instructions
Abdullatif Köksal
Timo Schick
Anna Korhonen
Hinrich Schütze
SyDaALM
162
40
0
17 Apr 2023
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