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A Comprehensive Survey on Transfer Learning
v1v2v3 (latest)

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
ArXiv (abs)PDFHTML

Papers citing "A Comprehensive Survey on Transfer Learning"

50 / 1,013 papers shown
Title
Transferable Student Performance Modeling for Intelligent Tutoring
  Systems
Transferable Student Performance Modeling for Intelligent Tutoring Systems
Robin Schmucker
Tom Michael Mitchell
AI4Ed
121
3
0
08 Feb 2022
Electra: Conditional Generative Model based Predicate-Aware Query
  Approximation
Electra: Conditional Generative Model based Predicate-Aware Query Approximation
Nikhil Sheoran
Subrata Mitra
Vibhor Porwal
Siddharth Ghetia
Jatin Varshney
Tung Mai
Anup B. Rao
Vikas Maddukuri
94
13
0
28 Jan 2022
A Survey on Visual Transfer Learning using Knowledge Graphs
A Survey on Visual Transfer Learning using Knowledge Graphs
Sebastian Monka
Lavdim Halilaj
Achim Rettinger
121
23
0
27 Jan 2022
DrugOOD: Out-of-Distribution (OOD) Dataset Curator and Benchmark for
  AI-aided Drug Discovery -- A Focus on Affinity Prediction Problems with Noise
  Annotations
DrugOOD: Out-of-Distribution (OOD) Dataset Curator and Benchmark for AI-aided Drug Discovery -- A Focus on Affinity Prediction Problems with Noise Annotations
Yuanfeng Ji
Lu Zhang
Jiaxiang Wu
Bing Wu
Long-Kai Huang
...
Ping Luo
Shuigeng Zhou
Junzhou Huang
Peilin Zhao
Yatao Bian
OOD
132
75
0
24 Jan 2022
Image features of a splashing drop on a solid surface extracted using a
  feedforward neural network
Image features of a splashing drop on a solid surface extracted using a feedforward neural network
Jingzu Yee
A. Yamanaka
Yoshiyuki Tagawa(田川義之)
64
14
0
24 Jan 2022
PaRT: Parallel Learning Towards Robust and Transparent AI
PaRT: Parallel Learning Towards Robust and Transparent AI
Mahsa Paknezhad
Hamsawardhini Rengarajan
Chenghao Yuan
Sujanya Suresh
Manas Gupta
Savitha Ramasamy
Hwee Kuan Lee
OOD
75
1
0
24 Jan 2022
Improving Chest X-Ray Report Generation by Leveraging Warm Starting
Improving Chest X-Ray Report Generation by Leveraging Warm Starting
Aaron Nicolson
Jason Dowling
Bevan Koopman
ViTLM&MAMedIm
101
97
0
24 Jan 2022
An Empirical Investigation of Model-to-Model Distribution Shifts in
  Trained Convolutional Filters
An Empirical Investigation of Model-to-Model Distribution Shifts in Trained Convolutional Filters
Paul Gavrikov
J. Keuper
33
1
0
20 Jan 2022
Cross-Domain Few-Shot Graph Classification
Cross-Domain Few-Shot Graph Classification
Kaveh Hassani
109
32
0
20 Jan 2022
Correlated-informed neural networks: a new machine learning framework to
  predict pressure drop in micro-channels
Correlated-informed neural networks: a new machine learning framework to predict pressure drop in micro-channels
J. A. Montañez-Barrera
J. M. Barroso-Maldonado
A. F. Bedoya-Santacruz
A. Mota-Babiloni
64
13
0
19 Jan 2022
A Review of Deep Transfer Learning and Recent Advancements
A Review of Deep Transfer Learning and Recent Advancements
Mohammadreza Iman
Khaled Rasheed
H. Arabnia
90
392
0
19 Jan 2022
Transferability in Deep Learning: A Survey
Transferability in Deep Learning: A Survey
Junguang Jiang
Yang Shu
Jianmin Wang
Mingsheng Long
OOD
93
105
0
15 Jan 2022
Head2Toe: Utilizing Intermediate Representations for Better Transfer
  Learning
Head2Toe: Utilizing Intermediate Representations for Better Transfer Learning
Utku Evci
Vincent Dumoulin
Hugo Larochelle
Michael C. Mozer
155
86
0
10 Jan 2022
Deep Domain Adversarial Adaptation for Photon-efficient Imaging
Deep Domain Adversarial Adaptation for Photon-efficient Imaging
Yiwei Chen
Gongxin Yao
Yong Liu
Hongye Su
Xiao Hu
Yusu Pan
59
5
0
07 Jan 2022
Neural calibration of hidden inhomogeneous Markov chains -- Information
  decompression in life insurance
Neural calibration of hidden inhomogeneous Markov chains -- Information decompression in life insurance
Mark Kiermayer
Christian Weiß
45
0
0
07 Jan 2022
Multi-Label Classification on Remote-Sensing Images
Multi-Label Classification on Remote-Sensing Images
A. Singh
B. Uma Shankar
40
0
0
06 Jan 2022
Transfer Learning for Retinal Vascular Disease Detection: A Pilot Study
  with Diabetic Retinopathy and Retinopathy of Prematurity
Transfer Learning for Retinal Vascular Disease Detection: A Pilot Study with Diabetic Retinopathy and Retinopathy of Prematurity
Guan Wang
Yusuke Kikuchi
J. Yi
Qiong Zou
Rui Zhou
Xin Guo
30
7
0
04 Jan 2022
Modeling Users' Behavior Sequences with Hierarchical Explainable Network
  for Cross-domain Fraud Detection
Modeling Users' Behavior Sequences with Hierarchical Explainable Network for Cross-domain Fraud Detection
Yongchun Zhu
Dongbo Xi
Bowen Song
Fuzhen Zhuang
Shuai Chen
Xi Gu
Qing He
75
60
0
04 Jan 2022
MDFEND: Multi-domain Fake News Detection
MDFEND: Multi-domain Fake News Detection
Qiong Nan
Juan Cao
Yongchun Zhu
Yanyan Wang
Jintao Li
MoE
79
158
0
04 Jan 2022
Data-Free Knowledge Transfer: A Survey
Data-Free Knowledge Transfer: A Survey
Yuang Liu
Wei Zhang
Jun Wang
Jianyong Wang
121
48
0
31 Dec 2021
Empirical Evaluation of Deep Learning Models for Knowledge Tracing: Of
  Hyperparameters and Metrics on Performance and Replicability
Empirical Evaluation of Deep Learning Models for Knowledge Tracing: Of Hyperparameters and Metrics on Performance and Replicability
Sami Sarsa
Juho Leinonen
Arto Hellas
58
13
0
30 Dec 2021
Feature matching as improved transfer learning technique for wearable
  EEG
Feature matching as improved transfer learning technique for wearable EEG
E. Heremans
Huy P Phan
A. Ansari
Pascal Borzée
B. Buyse
D. Testelmans
M. D. Vos
OOD
95
10
0
29 Dec 2021
A transfer learning enhanced the physics-informed neural network model
  for vortex-induced vibration
A transfer learning enhanced the physics-informed neural network model for vortex-induced vibration
He-sheng Tang
Hu Yang
Y. Liao
Liyu Xie
AI4CE
49
3
0
29 Dec 2021
Improved skin lesion recognition by a Self-Supervised Curricular Deep
  Learning approach
Improved skin lesion recognition by a Self-Supervised Curricular Deep Learning approach
Kirill Sirotkin
Marcos Escudero-Viñolo
Pablo Carballeira
Juan C. Sanmiguel
SSL
62
7
0
22 Dec 2021
TECM: Transfer Learning-based Evidential C-Means Clustering
TECM: Transfer Learning-based Evidential C-Means Clustering
Lianmeng Jiao
Feng Wang
Zhunga Liu
Quan Pan
38
24
0
19 Dec 2021
An Empirical Investigation of the Role of Pre-training in Lifelong
  Learning
An Empirical Investigation of the Role of Pre-training in Lifelong Learning
Sanket Vaibhav Mehta
Darshan Patil
Sarath Chandar
Emma Strubell
CLL
156
145
0
16 Dec 2021
Cadence: A Practical Time-series Partitioning Algorithm for Unlabeled
  IoT Sensor Streams
Cadence: A Practical Time-series Partitioning Algorithm for Unlabeled IoT Sensor Streams
Tahiya Chowdhury
Murtadha M. N. Aldeer
Shantanu Laghate
Jorge Ortiz
AI4TS
66
2
0
06 Dec 2021
A Survey of Deep Learning for Low-Shot Object Detection
A Survey of Deep Learning for Low-Shot Object Detection
Qihan Huang
Haofei Zhang
Mengqi Xue
Mingli Song
Xiuming Zhang
ObjD
131
19
0
06 Dec 2021
TransBoost: A Boosting-Tree Kernel Transfer Learning Algorithm for
  Improving Financial Inclusion
TransBoost: A Boosting-Tree Kernel Transfer Learning Algorithm for Improving Financial Inclusion
Yiheng Sun
Tian Lu
Cong Wang
Yuan Li
Huaiyu Fu
Jingran Dong
Y. Xu
82
2
0
04 Dec 2021
Deep Transfer Learning: A Novel Collaborative Learning Model for
  Cyberattack Detection Systems in IoT Networks
Deep Transfer Learning: A Novel Collaborative Learning Model for Cyberattack Detection Systems in IoT Networks
Tran Viet Khoa
D. Hoang
N. Trung
Cong T. Nguyen
T. T. T. Quynh
Diep N. Nguyen
Nguyen Viet Ha
E. Dutkiewicz
FedML
74
23
0
02 Dec 2021
Multi-Agent Transfer Learning in Reinforcement Learning-Based
  Ride-Sharing Systems
Multi-Agent Transfer Learning in Reinforcement Learning-Based Ride-Sharing Systems
A. Castagna
Ivana Dusparic
72
8
0
01 Dec 2021
Conceptually Diverse Base Model Selection for Meta-Learners in Concept
  Drifting Data Streams
Conceptually Diverse Base Model Selection for Meta-Learners in Concept Drifting Data Streams
Helen McKay
N. Griffiths
Phillip Taylor
23
0
0
29 Nov 2021
Evolutionary Multitask Optimization: Fundamental Research Questions,
  Practices, and Directions for the Future
Evolutionary Multitask Optimization: Fundamental Research Questions, Practices, and Directions for the Future
E. Osaba
Javier Del Ser
Ponnuthurai Nagaratnam Suganthan
79
17
0
29 Nov 2021
TinyDefectNet: Highly Compact Deep Neural Network Architecture for
  High-Throughput Manufacturing Visual Quality Inspection
TinyDefectNet: Highly Compact Deep Neural Network Architecture for High-Throughput Manufacturing Visual Quality Inspection
M. Shafiee
M. Famouri
Gautam Bathla
Francis Li
Alexander Wong
56
3
0
29 Nov 2021
NTD: Non-Transferability Enabled Backdoor Detection
NTD: Non-Transferability Enabled Backdoor Detection
Yinshan Li
Hua Ma
Zhi-Li Zhang
Yansong Gao
A. Abuadbba
Anmin Fu
Yifeng Zheng
S. Al-Sarawi
Derek Abbott
AAML
76
6
0
22 Nov 2021
Hierarchical transfer learning with applications for electricity load
  forecasting
Hierarchical transfer learning with applications for electricity load forecasting
A. Antoniadis
Solenne Gaucher
Y. Goude
AI4TS
75
11
0
16 Nov 2021
Improving Compound Activity Classification via Deep Transfer and
  Representation Learning
Improving Compound Activity Classification via Deep Transfer and Representation Learning
Vishal Dey
R. Machiraju
Xia Ning
AAML
119
3
0
14 Nov 2021
Towards Transferring Human Preferences from Canonical to Actual Assembly
  Tasks
Towards Transferring Human Preferences from Canonical to Actual Assembly Tasks
Heramb Nemlekar
Runyu Guan
Guanyang Luo
Satyandra K. Gupta
Stefanos Nikolaidis
99
8
0
11 Nov 2021
Learning by Cheating : An End-to-End Zero Shot Framework for Autonomous
  Drone Navigation
Learning by Cheating : An End-to-End Zero Shot Framework for Autonomous Drone Navigation
Praveen Venkatesh
Viraj Shah
Vrutik Shah
Yashvant Kamble
Joycee Mekie
48
0
0
11 Nov 2021
Hybrid BYOL-ViT: Efficient approach to deal with small datasets
Hybrid BYOL-ViT: Efficient approach to deal with small datasets
Safwen Naimi
Rien van Leeuwen
W. Souidène
S. B. Saoud
SSLViT
44
2
0
08 Nov 2021
Open-Set Crowdsourcing using Multiple-Source Transfer Learning
Open-Set Crowdsourcing using Multiple-Source Transfer Learning
Guangyang Han
Guoxian Yu
Lei Liu
Li-zhen Cui
C. Domeniconi
Xiangliang Zhang
18
0
0
07 Nov 2021
Callee: Recovering Call Graphs for Binaries with Transfer and
  Contrastive Learning
Callee: Recovering Call Graphs for Binaries with Transfer and Contrastive Learning
Wenyu Zhu
Zhiyao Feng
Zihan Zhang
Jian-jun Chen
Zhijian Ou
Min Yang
Chao Zhang
AAML
60
8
0
02 Nov 2021
Robot Learning from Randomized Simulations: A Review
Robot Learning from Randomized Simulations: A Review
Fabio Muratore
Fabio Ramos
Greg Turk
Wenhao Yu
Michael Gienger
Jan Peters
AI4CE
119
83
0
01 Nov 2021
CvS: Classification via Segmentation For Small Datasets
CvS: Classification via Segmentation For Small Datasets
Nooshin Mojab
Philip S. Yu
J. Hallak
Darvin Yi
65
4
0
29 Oct 2021
NeuroBack: Improving CDCL SAT Solving using Graph Neural Networks
NeuroBack: Improving CDCL SAT Solving using Graph Neural Networks
Wenxi Wang
Yang Hu
Mohit Tiwari
S. Khurshid
K. McMillan
Risto Miikkulainen
GNNNAI
98
8
0
26 Oct 2021
YOLO-ReT: Towards High Accuracy Real-time Object Detection on Edge GPUs
YOLO-ReT: Towards High Accuracy Real-time Object Detection on Edge GPUs
Prakhar Ganesh
Yao Chen
Yin Yang
Deming Chen
Marianne Winslett
ObjD3DH
80
37
0
26 Oct 2021
ReLAX: Reinforcement Learning Agent eXplainer for Arbitrary Predictive
  Models
ReLAX: Reinforcement Learning Agent eXplainer for Arbitrary Predictive Models
Kiran Purohit
Soumili Das
Jia Wang
He Zhu
Santu Rana
Gabriele Tolomei
CMLOffRL
97
38
0
22 Oct 2021
Personalized Transfer of User Preferences for Cross-domain
  Recommendation
Personalized Transfer of User Preferences for Cross-domain Recommendation
Yongchun Zhu
Zhenwei Tang
Yudan Liu
Fuzhen Zhuang
Ruobing Xie
Xu-Yao Zhang
Leyu Lin
Qing He
69
178
0
21 Oct 2021
Test time Adaptation through Perturbation Robustness
Test time Adaptation through Perturbation Robustness
Prabhu Teja Sivaprasad
Franccois Fleuret
TTAOOD
69
34
0
19 Oct 2021
Deep CNNs for Peripheral Blood Cell Classification
Deep CNNs for Peripheral Blood Cell Classification
Ekta Gavas
Kaustubh Olpadkar
49
9
0
18 Oct 2021
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