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A Comprehensive Survey on Transfer Learning

A Comprehensive Survey on Transfer Learning

7 November 2019
Fuzhen Zhuang
Zhiyuan Qi
Keyu Duan
Dongbo Xi
Yongchun Zhu
Hengshu Zhu
Hui Xiong
Qing He
ArXivPDFHTML

Papers citing "A Comprehensive Survey on Transfer Learning"

50 / 997 papers shown
Title
Transferability of Winning Lottery Tickets in Neural Network
  Differential Equation Solvers
Transferability of Winning Lottery Tickets in Neural Network Differential Equation Solvers
Edward Prideaux-Ghee
40
0
0
16 Jun 2023
Solving Large-scale Spatial Problems with Convolutional Neural Networks
Solving Large-scale Spatial Problems with Convolutional Neural Networks
Damian Owerko
Charilaos I. Kanatsoulis
Alejandro Ribeiro
27
2
0
14 Jun 2023
Graph Structure and Feature Extrapolation for Out-of-Distribution
  Generalization
Graph Structure and Feature Extrapolation for Out-of-Distribution Generalization
Xiner Li
Shurui Gui
Youzhi Luo
Shuiwang Ji
OODD
OOD
32
10
0
13 Jun 2023
Taxonomy-Structured Domain Adaptation
Taxonomy-Structured Domain Adaptation
Tianyi Liu
Zihao Xu
Hao He
Guang-Yuan Hao
Guang-He Lee
Hao Wang
TTA
OOD
57
7
0
13 Jun 2023
Unraveling the Interconnected Axes of Heterogeneity in Machine Learning
  for Democratic and Inclusive Advancements
Unraveling the Interconnected Axes of Heterogeneity in Machine Learning for Democratic and Inclusive Advancements
Maryam Molamohammadi
Afaf Taik
Nicolas Le Roux
G. Farnadi
42
1
0
11 Jun 2023
Feature Programming for Multivariate Time Series Prediction
Feature Programming for Multivariate Time Series Prediction
Alex Reneau
Jerry Yao-Chieh Hu
Chenwei Xu
Weijian Li
Ammar Gilani
Han Liu
AI4TS
35
9
0
09 Jun 2023
ExtPerFC: An Efficient 2D and 3D Perception Hardware-Software Framework
  for Mobile Cobot
ExtPerFC: An Efficient 2D and 3D Perception Hardware-Software Framework for Mobile Cobot
Tuan Dang
Khai Nguyen
Manfred Huber
33
0
0
08 Jun 2023
T-ADAF: Adaptive Data Augmentation Framework for Image Classification
  Network based on Tensor T-product Operator
T-ADAF: Adaptive Data Augmentation Framework for Image Classification Network based on Tensor T-product Operator
F. Han
Yun Miao
Zhao Sun
Yimin Wei
34
6
0
07 Jun 2023
Transferable Adversarial Robustness for Categorical Data via Universal
  Robust Embeddings
Transferable Adversarial Robustness for Categorical Data via Universal Robust Embeddings
Klim Kireev
Maksym Andriushchenko
Carmela Troncoso
Nicolas Flammarion
OOD
37
1
0
06 Jun 2023
Guiding The Last Layer in Federated Learning with Pre-Trained Models
Guiding The Last Layer in Federated Learning with Pre-Trained Models
G. Legate
Nicolas Bernier
Lucas Caccia
Edouard Oyallon
Eugene Belilovsky
FedML
24
8
0
06 Jun 2023
Quantifying the Variability Collapse of Neural Networks
Quantifying the Variability Collapse of Neural Networks
Jing-Xue Xu
Haoxiong Liu
41
5
0
06 Jun 2023
Sensitivity-Aware Finetuning for Accuracy Recovery on Deep Learning
  Hardware
Sensitivity-Aware Finetuning for Accuracy Recovery on Deep Learning Hardware
Lakshmi Nair
D. Bunandar
22
0
0
05 Jun 2023
TART: Improved Few-shot Text Classification Using Task-Adaptive
  Reference Transformation
TART: Improved Few-shot Text Classification Using Task-Adaptive Reference Transformation
Shuo Lei
Xuchao Zhang
Jianfeng He
Fanglan Chen
Chang-Tien Lu
VLM
22
15
0
03 Jun 2023
TIES-Merging: Resolving Interference When Merging Models
TIES-Merging: Resolving Interference When Merging Models
Prateek Yadav
Derek Tam
Leshem Choshen
Colin Raffel
Joey Tianyi Zhou
MoMe
65
261
0
02 Jun 2023
DVFO: Learning-Based DVFS for Energy-Efficient Edge-Cloud Collaborative
  Inference
DVFO: Learning-Based DVFS for Energy-Efficient Edge-Cloud Collaborative Inference
Ziyang Zhang
Yang Zhao
Huan Li
Changyao Lin
Jie Liu
46
14
0
02 Jun 2023
Joint Learning of Label and Environment Causal Independence for Graph
  Out-of-Distribution Generalization
Joint Learning of Label and Environment Causal Independence for Graph Out-of-Distribution Generalization
Shurui Gui
Meng Liu
Xiner Li
Youzhi Luo
Shuiwang Ji
CML
OOD
33
24
0
01 Jun 2023
DeepFake-Adapter: Dual-Level Adapter for DeepFake Detection
DeepFake-Adapter: Dual-Level Adapter for DeepFake Detection
Rui Shao
Tianxing Wu
Liqiang Nie
Ziwei Liu
39
11
0
01 Jun 2023
Maximal Domain Independent Representations Improve Transfer Learning
Maximal Domain Independent Representations Improve Transfer Learning
A. Li
Elisa Bertino
Xuan-Hong Dang
Ankush Singla
Yuhai Tu
M. Wegman
OOD
13
1
0
01 Jun 2023
Experience Filter: Using Past Experiences on Unseen Tasks or
  Environments
Experience Filter: Using Past Experiences on Unseen Tasks or Environments
Anil Yildiz
Esen Yel
Anthony Corso
K. H. Wray
Stefan J. Witwicki
Mykel J. Kochenderfer
OffRL
24
0
0
29 May 2023
A Transfer Learning and Explainable Solution to Detect mpox from
  Smartphones images
A Transfer Learning and Explainable Solution to Detect mpox from Smartphones images
M. Campana
Marco Colussi
Franca Delmastro
S. Mascetti
Elena Pagani
20
10
0
29 May 2023
A Comprehensive Overview and Comparative Analysis on Deep Learning Models: CNN, RNN, LSTM, GRU
A Comprehensive Overview and Comparative Analysis on Deep Learning Models: CNN, RNN, LSTM, GRU
Farhad Shiri
Thinagaran Perumal
N. Mustapha
Raihani Mohamed
AILaw
SyDa
ELM
AI4TS
60
130
0
27 May 2023
TOAST: Transfer Learning via Attention Steering
TOAST: Transfer Learning via Attention Steering
Baifeng Shi
Siyu Gai
Trevor Darrell
Xin Wang
49
9
0
24 May 2023
Detection of Non-uniformity in Parameters for Magnetic Domain Pattern
  Generation by Machine Learning
Detection of Non-uniformity in Parameters for Magnetic Domain Pattern Generation by Machine Learning
Naoya Mamada
M. Mizumaki
I. Akai
T. Aonishi
41
0
0
24 May 2023
Label-Efficient Learning in Agriculture: A Comprehensive Review
Label-Efficient Learning in Agriculture: A Comprehensive Review
Jiajia Li
Dong Chen
Xinda Qi
Zhao Li
Yanbo Huang
Daniel Morris
Xiaobo Tan
39
34
0
24 May 2023
TransCoder: Towards Unified Transferable Code Representation Learning
  Inspired by Human Skills
TransCoder: Towards Unified Transferable Code Representation Learning Inspired by Human Skills
Qiushi Sun
Nuo Chen
Rongxiang Weng
Xiang Li
Ming Gao
40
8
0
23 May 2023
Regularization Through Simultaneous Learning: A Case Study on Plant
  Classification
Regularization Through Simultaneous Learning: A Case Study on Plant Classification
Pedro Henrique Nascimento Castro
Gabriel Cássia Fortuna
Rafael Alves Bonfim de Queiroz
Gladston J. P. Moreira
Eduardo José da S. Luz
29
0
0
22 May 2023
Feasibility of Transfer Learning: A Mathematical Framework
Feasibility of Transfer Learning: A Mathematical Framework
Haoyang Cao
Haotian Gu
Xin Guo
38
4
0
22 May 2023
Task Arithmetic in the Tangent Space: Improved Editing of Pre-Trained
  Models
Task Arithmetic in the Tangent Space: Improved Editing of Pre-Trained Models
Guillermo Ortiz-Jiménez
Alessandro Favero
P. Frossard
MoMe
56
113
0
22 May 2023
Embrace Limited and Imperfect Training Datasets: Opportunities and
  Challenges in Plant Disease Recognition Using Deep Learning
Embrace Limited and Imperfect Training Datasets: Opportunities and Challenges in Plant Disease Recognition Using Deep Learning
Mingle Xu
H. Kim
Jucheng Yang
A. Fuentes
Yao Meng
Sook Yoon
Taehyun Kim
D. Park
20
18
0
19 May 2023
A Survey on Time-Series Pre-Trained Models
A Survey on Time-Series Pre-Trained Models
Qianli Ma
Ziqiang Liu
Zhenjing Zheng
Ziyang Huang
Siying Zhu
Zhongzhong Yu
James T. Kwok
AI4TS
36
50
0
18 May 2023
Transfer Learning for Fine-grained Classification Using Semi-supervised
  Learning and Visual Transformers
Transfer Learning for Fine-grained Classification Using Semi-supervised Learning and Visual Transformers
Manuel Lagunas
Brayan Impata
Victor Martinez
Virginia Fernandez
Christos Georgakis
Sofia Braun
Felipe Bertrand
ViT
38
8
0
17 May 2023
Comparison of Transfer Learning based Additive Manufacturing Models via
  A Case Study
Comparison of Transfer Learning based Additive Manufacturing Models via A Case Study
Yifan Tang
M. Rahmani Dehaghani
G. G. Wang
AI4CE
30
1
0
17 May 2023
A Dataset Fusion Algorithm for Generalised Anomaly Detection in
  Homogeneous Periodic Time Series Datasets
A Dataset Fusion Algorithm for Generalised Anomaly Detection in Homogeneous Periodic Time Series Datasets
Ayman Elhalwagy
T. Kalganova
AI4TS
24
1
0
14 May 2023
Design, Development, and Evaluation of an Interactive Personalized
  Social Robot to Monitor and Coach Post-Stroke Rehabilitation Exercises
Design, Development, and Evaluation of an Interactive Personalized Social Robot to Monitor and Coach Post-Stroke Rehabilitation Exercises
Min Hun Lee
D. Siewiorek
A. Smailagic
Alexandre Bernardino
S. Bermúdez i Badia
19
13
0
12 May 2023
Visual Tuning
Visual Tuning
Bruce X. B. Yu
Jianlong Chang
Haixin Wang
Lin Liu
Shijie Wang
...
Lingxi Xie
Haojie Li
Zhouchen Lin
Qi Tian
Chang Wen Chen
VLM
62
38
0
10 May 2023
A Survey on the Robustness of Computer Vision Models against Common
  Corruptions
A Survey on the Robustness of Computer Vision Models against Common Corruptions
Shunxin Wang
Raymond N. J. Veldhuis
Christoph Brune
N. Strisciuglio
OOD
VLM
40
12
0
10 May 2023
Scalable Optimal Transport Methods in Machine Learning: A Contemporary
  Survey
Scalable Optimal Transport Methods in Machine Learning: A Contemporary Survey
Abdelwahed Khamis
Russell Tsuchida
Mohamed Tarek
V. Rolland
Lars Petersson
OT
52
13
0
08 May 2023
Breaking Through the Haze: An Advanced Non-Homogeneous Dehazing Method
  based on Fast Fourier Convolution and ConvNeXt
Breaking Through the Haze: An Advanced Non-Homogeneous Dehazing Method based on Fast Fourier Convolution and ConvNeXt
Han Zhou
Weida Dong
Yangyi Liu
Jun Chen
45
18
0
08 May 2023
Model-Contrastive Federated Domain Adaptation
Model-Contrastive Federated Domain Adaptation
Chang’an Yi
Haotian Chen
Yonghui Xu
Yifan Zhang
MedIm
FedML
43
0
0
07 May 2023
Multimodal Understanding Through Correlation Maximization and
  Minimization
Multimodal Understanding Through Correlation Maximization and Minimization
Yi Shi
Marc Niethammer
40
0
0
04 May 2023
A new method using deep learning to predict the response to cardiac
  resynchronization therapy
A new method using deep learning to predict the response to cardiac resynchronization therapy
Kristoffer Larsen
Jiashuo Liu
Chen Zhao
Xinwei Zhang
Q. Sha
...
Diana Paez
Yangqiu Song
J. Zou
Amalia Peix
Weihua Zhou
6
0
0
04 May 2023
Transfer and Active Learning for Dissonance Detection: Addressing the
  Rare-Class Challenge
Transfer and Active Learning for Dissonance Detection: Addressing the Rare-Class Challenge
Vasudha Varadarajan
Swanie Juhng
Syeda Mahwish
Xiaoran Liu
Jonah Luby
C. Luhmann
H. Andrew Schwartz
33
3
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
43
10
0
03 May 2023
Procedural Content Generation via Knowledge Transformation (PCG-KT)
Procedural Content Generation via Knowledge Transformation (PCG-KT)
Anurag Sarkar
Matthew J. Guzdial
Sam Snodgrass
A. Summerville
Tiago Machado
Gillian Smith
26
4
0
01 May 2023
The ART of Transfer Learning: An Adaptive and Robust Pipeline
The ART of Transfer Learning: An Adaptive and Robust Pipeline
Boxiang Wang
Yunan "Charles" Wu
Chenglong Ye
MedIm
OOD
21
1
0
30 Apr 2023
Defining Replicability of Prediction Rules
Defining Replicability of Prediction Rules
Giovanni Parmigiani
AI4CE
19
2
0
30 Apr 2023
Accelerated and Inexpensive Machine Learning for Manufacturing Processes
  with Incomplete Mechanistic Knowledge
Accelerated and Inexpensive Machine Learning for Manufacturing Processes with Incomplete Mechanistic Knowledge
J. Cleeman
K. Agrawala
R. Malhotra
AI4CE
13
1
0
29 Apr 2023
Deep Transfer Learning for Automatic Speech Recognition: Towards Better
  Generalization
Deep Transfer Learning for Automatic Speech Recognition: Towards Better Generalization
Hamza Kheddar
Yassine Himeur
S. Al-Maadeed
Abbes Amira
F. Bensaali
52
76
0
27 Apr 2023
Maximizing Model Generalization for Machine Condition Monitoring with
  Self-Supervised Learning and Federated Learning
Maximizing Model Generalization for Machine Condition Monitoring with Self-Supervised Learning and Federated Learning
Matthew Russell
Peng Wang
FedML
AI4CE
40
10
0
27 Apr 2023
Informative Data Selection with Uncertainty for Multi-modal Object
  Detection
Informative Data Selection with Uncertainty for Multi-modal Object Detection
Xuzhi Zhang
Zhiwei Li
Zhenhong Zou
Xinchen Gao
Yijin Xiong
Dafeng Jin
Jun Li
Huaping Liu
35
5
0
23 Apr 2023
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