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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
TgDLF2.0: Theory-guided deep-learning for electrical load forecasting
  via Transformer and transfer learning
TgDLF2.0: Theory-guided deep-learning for electrical load forecasting via Transformer and transfer learning
Jiaxin Gao
Wenbo Hu
Dongxiao Zhang
Yuntian Chen
AI4TSAI4CE
85
2
0
05 Oct 2022
PersA-FL: Personalized Asynchronous Federated Learning
PersA-FL: Personalized Asynchronous Federated Learning
Taha Toghani
Soomin Lee
César A. Uribe
FedML
130
6
0
03 Oct 2022
Visual Prompt Tuning for Generative Transfer Learning
Visual Prompt Tuning for Generative Transfer Learning
Kihyuk Sohn
Yuan Hao
José Lezama
Luisa F. Polanía
Huiwen Chang
Han Zhang
Irfan Essa
Lu Jiang
VPVLMVLM
166
89
0
03 Oct 2022
Transfer Learning on Electromyography (EMG) Tasks: Approaches and Beyond
Transfer Learning on Electromyography (EMG) Tasks: Approaches and Beyond
Di Wu
Jie Yang
Mohamad Sawan
OODMedIm
87
21
0
03 Oct 2022
HPC Storage Service Autotuning Using Variational-Autoencoder-Guided
  Asynchronous Bayesian Optimization
HPC Storage Service Autotuning Using Variational-Autoencoder-Guided Asynchronous Bayesian Optimization
Matthieu Dorier
Romain Egele
Prasanna Balaprakash
Jaehoon Koo
Sandeep Madireddy
Srinivasan Ramesh
A. Malony
R. Ross
61
10
0
03 Oct 2022
Towards a Unified View on Visual Parameter-Efficient Transfer Learning
Towards a Unified View on Visual Parameter-Efficient Transfer Learning
Bruce X. B. Yu
Jianlong Chang
Lin Liu
Qi Tian
Changan Chen
VPVLMVLM
115
36
0
03 Oct 2022
Transfer Learning for Individual Treatment Effect Estimation
Transfer Learning for Individual Treatment Effect Estimation
Ahmed Aloui
Juncheng Dong
Cat P. Le
Vahid Tarokh
CML
125
2
0
01 Oct 2022
Generalizability of Adversarial Robustness Under Distribution Shifts
Generalizability of Adversarial Robustness Under Distribution Shifts
Kumail Alhamoud
Hasan Hammoud
Motasem Alfarra
Guohao Li
OOD
149
9
0
29 Sep 2022
Hyper-Representations as Generative Models: Sampling Unseen Neural
  Network Weights
Hyper-Representations as Generative Models: Sampling Unseen Neural Network Weights
Konstantin Schurholt
Boris Knyazev
Xavier Giró-i-Nieto
Damian Borth
139
42
0
29 Sep 2022
MeWEHV: Mel and Wave Embeddings for Human Voice Tasks
MeWEHV: Mel and Wave Embeddings for Human Voice Tasks
Andrés Vasco-Carofilis
Laura Fernández-Robles
Enrique Alegre
Eduardo FIDALGO
95
3
0
28 Sep 2022
Disentangling Transfer in Continual Reinforcement Learning
Disentangling Transfer in Continual Reinforcement Learning
Maciej Wołczyk
Michal Zajkac
Razvan Pascanu
Lukasz Kuciñski
Piotr Milo's
CLL
127
28
0
28 Sep 2022
Habitat classification from satellite observations with sparse
  annotations
Habitat classification from satellite observations with sparse annotations
Mikko Impio
Pekka. Harma
A. Tammilehto
S. Anttila
Jenni Raitoharju
52
0
0
26 Sep 2022
PolyMPCNet: Towards ReLU-free Neural Architecture Search in Two-party Computation Based Private Inference
Hongwu Peng
Shangli Zhou
Yukui Luo
Shijin Duan
Nuo Xu
...
Tong Geng
Ang Li
Wujie Wen
Xiaolin Xu
Caiwen Ding
83
4
0
20 Sep 2022
Improving Fake News Detection of Influential Domain via Domain- and
  Instance-Level Transfer
Improving Fake News Detection of Influential Domain via Domain- and Instance-Level Transfer
Qiong Nan
Danding Wang
Yongchun Zhu
Qiang Sheng
Yuhui Shi
Juan Cao
Jintao Li
99
27
0
19 Sep 2022
Top-Tuning: a study on transfer learning for an efficient alternative to
  fine tuning for image classification with fast kernel methods
Top-Tuning: a study on transfer learning for an efficient alternative to fine tuning for image classification with fast kernel methods
P. D. Alfano
Vito Paolo Pastore
Lorenzo Rosasco
Francesca Odone
72
7
0
16 Sep 2022
Modeling Multiple Views via Implicitly Preserving Global Consistency and
  Local Complementarity
Modeling Multiple Views via Implicitly Preserving Global Consistency and Local Complementarity
Jiangmeng Li
Jingyao Wang
Changwen Zheng
Fuchun Sun
Farid Razzak
Ji-Rong Wen
Hui Xiong
110
7
0
16 Sep 2022
PINCH: An Adversarial Extraction Attack Framework for Deep Learning
  Models
PINCH: An Adversarial Extraction Attack Framework for Deep Learning Models
William Hackett
Stefan Trawicki
Zhengxin Yu
N. Suri
Peter Garraghan
MIACVAAML
68
3
0
13 Sep 2022
Socially Enhanced Situation Awareness from Microblogs using Artificial
  Intelligence: A Survey
Socially Enhanced Situation Awareness from Microblogs using Artificial Intelligence: A Survey
Rabindra Lamsal
Aaron Harwood
M. Read
103
21
0
13 Sep 2022
TEDL: A Two-stage Evidential Deep Learning Method for Classification
  Uncertainty Quantification
TEDL: A Two-stage Evidential Deep Learning Method for Classification Uncertainty Quantification
Xue Li
Wei Shen
Denis Xavier Charles
UQCVEDL
92
3
0
12 Sep 2022
AutoPruner: Transformer-Based Call Graph Pruning
AutoPruner: Transformer-Based Call Graph Pruning
Thanh Le-Cong
Hong Jin Kang
Truong-Giang Nguyen
S. A. Haryono
David Lo
X. Le
H. Thang
66
20
0
07 Sep 2022
Ensemble of Pre-Trained Neural Networks for Segmentation and Quality
  Detection of Transmission Electron Microscopy Images
Ensemble of Pre-Trained Neural Networks for Segmentation and Quality Detection of Transmission Electron Microscopy Images
Arun Baskaran
Yulin Lin
J. Wen
Maria K. Y. Chan
UQCV
41
0
0
05 Sep 2022
Generalization in Neural Networks: A Broad Survey
Generalization in Neural Networks: A Broad Survey
Chris Rohlfs
OODAI4CE
69
7
0
04 Sep 2022
Geometry of EM and related iterative algorithms
Geometry of EM and related iterative algorithms
H. Hino
S. Akaho
Noboru Murata
73
5
0
03 Sep 2022
Classical-to-quantum convolutional neural network transfer learning
Classical-to-quantum convolutional neural network transfer learning
Juhyeon Kim
Joonsuk Huh
D. Park
99
39
0
31 Aug 2022
Minkowski Tracker: A Sparse Spatio-Temporal R-CNN for Joint Object
  Detection and Tracking
Minkowski Tracker: A Sparse Spatio-Temporal R-CNN for Joint Object Detection and Tracking
JunYoung Gwak
Silvio Savarese
Jeannette Bohg
VOT
95
13
0
22 Aug 2022
Transfer Ranking in Finance: Applications to Cross-Sectional Momentum
  with Data Scarcity
Transfer Ranking in Finance: Applications to Cross-Sectional Momentum with Data Scarcity
Daniel Poh
Stephen J. Roberts
S. Zohren
46
7
0
21 Aug 2022
A physics-based domain adaptation framework for modelling and
  forecasting building energy systems
A physics-based domain adaptation framework for modelling and forecasting building energy systems
Zack Xuereb Conti
R. Choudhary
Luca Magri
AI4CE
40
6
0
19 Aug 2022
Accurate Action Recommendation for Smart Home via Two-Level Encoders and
  Commonsense Knowledge
Accurate Action Recommendation for Smart Home via Two-Level Encoders and Commonsense Knowledge
Hyunsik Jeon
Jongjin Kim
Hoyoung Yoon
Jaeri Lee
U. Kang
46
16
0
12 Aug 2022
A data-driven modular architecture with denoising autoencoders for
  health indicator construction in a manufacturing process
A data-driven modular architecture with denoising autoencoders for health indicator construction in a manufacturing process
Emil Blixt Hansen
H. Langseth
N. Iftikhar
Simon Boegh
33
0
0
10 Aug 2022
How Well Do Vision Transformers (VTs) Transfer To The Non-Natural Image
  Domain? An Empirical Study Involving Art Classification
How Well Do Vision Transformers (VTs) Transfer To The Non-Natural Image Domain? An Empirical Study Involving Art Classification
Vincent Tonkes
M. Sabatelli
ViT
73
6
0
09 Aug 2022
Meta-learning from Learning Curves Challenge: Lessons learned from the
  First Round and Design of the Second Round
Meta-learning from Learning Curves Challenge: Lessons learned from the First Round and Design of the Second Round
Manh Hung Nguyen
Lisheng Sun
Nathan Grinsztajn
Isabelle M Guyon
78
1
0
04 Aug 2022
SA-NET.v2: Real-time vehicle detection from oblique UAV images with use
  of uncertainty estimation in deep meta-learning
SA-NET.v2: Real-time vehicle detection from oblique UAV images with use of uncertainty estimation in deep meta-learning
M. Khoshboresh-Masouleh
R. Shah-Hosseini
AI4TS
23
1
0
04 Aug 2022
Multi-layer Representation Learning for Robust OOD Image Classification
Multi-layer Representation Learning for Robust OOD Image Classification
Aristotelis Ballas
Christos Diou
90
5
0
27 Jul 2022
Exploring the Design of Adaptation Protocols for Improved Generalization
  and Machine Learning Safety
Exploring the Design of Adaptation Protocols for Improved Generalization and Machine Learning Safety
Puja Trivedi
Danai Koutra
Jayaraman J. Thiagarajan
AAML
73
0
0
26 Jul 2022
Improving Pseudo Labels With Intra-Class Similarity for Unsupervised
  Domain Adaptation
Improving Pseudo Labels With Intra-Class Similarity for Unsupervised Domain Adaptation
Jie Wang
Xiaoli Zhang
121
30
0
25 Jul 2022
Learning from few examples: Classifying sex from retinal images via deep
  learning
Learning from few examples: Classifying sex from retinal images via deep learning
Aaron Berk
Gulcenur Ozturan
Parsa Delavari
D. Maberley
Özgür Yilmaz
Ipek Oruc
41
3
0
20 Jul 2022
Controllable Data Generation by Deep Learning: A Review
Controllable Data Generation by Deep Learning: A Review
Shiyu Wang
Yuanqi Du
Xiaojie Guo
Bo Pan
Zhaohui Qin
Liang Zhao
110
28
0
19 Jul 2022
LR-Net: A Block-based Convolutional Neural Network for Low-Resolution
  Image Classification
LR-Net: A Block-based Convolutional Neural Network for Low-Resolution Image Classification
Ashkan Ganj
M. Ebadpour
Mahdieh Darvish
H. Bahador
SupR
48
14
0
19 Jul 2022
Similarity of Pre-trained and Fine-tuned Representations
Similarity of Pre-trained and Fine-tuned Representations
Thomas Goerttler
Klaus Obermayer
27
1
0
19 Jul 2022
SelectionConv: Convolutional Neural Networks for Non-rectilinear Image
  Data
SelectionConv: Convolutional Neural Networks for Non-rectilinear Image Data
David Hart
Michael Whitney
B. Morse
85
2
0
18 Jul 2022
Turning the information-sharing dial: efficient inference from different
  data sources
Turning the information-sharing dial: efficient inference from different data sources
Emily C. Hector
Ryan Martin
82
6
0
18 Jul 2022
Word Play for Playing Othello (Reverses)
Word Play for Playing Othello (Reverses)
S. M. Noever
David Noever
91
0
0
18 Jul 2022
Transfer learning for time series classification using synthetic data
  generation
Transfer learning for time series classification using synthetic data generation
Yarden Rotem
Nathaniel Shimoni
Lior Rokach
Bracha Shapira
SyDa
46
9
0
16 Jul 2022
Heuristic-free Optimization of Force-Controlled Robot Search Strategies
  in Stochastic Environments
Heuristic-free Optimization of Force-Controlled Robot Search Strategies in Stochastic Environments
Bastian Alt
Darko Katic
Rainer Jäkel
Michael Beetz
67
6
0
15 Jul 2022
Beware the Rationalization Trap! When Language Model Explainability
  Diverges from our Mental Models of Language
Beware the Rationalization Trap! When Language Model Explainability Diverges from our Mental Models of Language
Rita Sevastjanova
Mennatallah El-Assady
LRM
100
10
0
14 Jul 2022
E2-AEN: End-to-End Incremental Learning with Adaptively Expandable
  Network
E2-AEN: End-to-End Incremental Learning with Adaptively Expandable Network
Guimei Cao
Zhanzhan Cheng
Yunlu Xu
Duo Li
Shiliang Pu
Yi Niu
Leilei Gan
CLL
77
2
0
14 Jul 2022
LiveSchema: A Gateway Towards Learning on Knowledge Graph Schemas
LiveSchema: A Gateway Towards Learning on Knowledge Graph Schemas
Mattia Fumagalli
Marco Boffo
D. Shi
Mayukh Bagchi
Fausto Giunchiglia
31
1
0
13 Jul 2022
Noisy Heuristics NAS: A Network Morphism based Neural Architecture
  Search using Heuristics
Noisy Heuristics NAS: A Network Morphism based Neural Architecture Search using Heuristics
Suman Sapkota
Binod Bhattarai
68
3
0
10 Jul 2022
Low-resource Low-footprint Wake-word Detection using Knowledge
  Distillation
Low-resource Low-footprint Wake-word Detection using Knowledge Distillation
Arindam Ghosh
Mark C. Fuhs
Deblin Bagchi
Bahman Farahani
Monika Woszczyna
VLM
48
3
0
06 Jul 2022
Pre-training Transformers for Molecular Property Prediction Using
  Reaction Prediction
Pre-training Transformers for Molecular Property Prediction Using Reaction Prediction
J. Broberg
Maria Bånkestad
Erik Ylipää
AI4CE
99
5
0
06 Jul 2022
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