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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
Unmatched uncertainty mitigation through neural network supported model
  predictive control
Unmatched uncertainty mitigation through neural network supported model predictive control
M. V. Gasparino
Prabhat Kumar Mishra
Girish Chowdhary
25
2
0
22 Apr 2023
Advances in Deep Concealed Scene Understanding
Advances in Deep Concealed Scene Understanding
Deng-Ping Fan
Ge-Peng Ji
Peng Xu
Ming-Ming Cheng
Daniel Gehrig
Luc Van Gool
47
71
0
21 Apr 2023
RS2G: Data-Driven Scene-Graph Extraction and Embedding for Robust
  Autonomous Perception and Scenario Understanding
RS2G: Data-Driven Scene-Graph Extraction and Embedding for Robust Autonomous Perception and Scenario Understanding
Junyao Wang
Arnav V. Malawade
Junhong Zhou
Shi Yu
Mohammad Abdullah Al Faruque
37
10
0
17 Apr 2023
A Survey on Few-Shot Class-Incremental Learning
A Survey on Few-Shot Class-Incremental Learning
Song Tian
Lusi Li
Weijun Li
Hang Ran
Xin Ning
Prayag Tiwari
CLL
33
101
0
17 Apr 2023
Exploring Incompatible Knowledge Transfer in Few-shot Image Generation
Exploring Incompatible Knowledge Transfer in Few-shot Image Generation
Yunqing Zhao
Chao Du
Milad Abdollahzadeh
Tianyu Pang
Min Lin
Shuicheng Yan
Ngai-man Cheung
40
19
0
15 Apr 2023
Transfer Learning for Low-Resource Sentiment Analysis
Transfer Learning for Low-Resource Sentiment Analysis
Razhan Hameed
Sina Ahmadi
Fatemeh Daneshfar
37
5
0
10 Apr 2023
Experience-Based Evolutionary Algorithms for Expensive Optimization
Experience-Based Evolutionary Algorithms for Expensive Optimization
Xunzhao Yu
Yan Wang
Ling Zhu
Dimitar Filev
Xin Yao
17
2
0
09 Apr 2023
TC-VAE: Uncovering Out-of-Distribution Data Generative Factors
Cristian Meo
Anirudh Goyal
Justin Dauwels
DRL
CoGe
CML
32
2
0
08 Apr 2023
Last-Layer Fairness Fine-tuning is Simple and Effective for Neural
  Networks
Last-Layer Fairness Fine-tuning is Simple and Effective for Neural Networks
Yuzhen Mao
Zhun Deng
Huaxiu Yao
Ting Ye
Kenji Kawaguchi
James Zou
46
20
0
08 Apr 2023
Convolutional neural networks for crack detection on flexible road
  pavements
Convolutional neural networks for crack detection on flexible road pavements
Hermann Tapamo
Anna Sergeevna Bosman
James Maina
E. Horak
6
1
0
06 Apr 2023
Tracing and Visualizing Human-ML/AI Collaborative Processes through
  Artifacts of Data Work
Tracing and Visualizing Human-ML/AI Collaborative Processes through Artifacts of Data Work
Jennifer Rogers
Anamaria Crisan
40
7
0
05 Apr 2023
A Multiagent CyberBattleSim for RL Cyber Operation Agents
A Multiagent CyberBattleSim for RL Cyber Operation Agents
T. Kunz
Christian Fisher
James La Novara-Gsell
Christopher Nguyen
Li Li
AAML
AI4CE
28
13
0
03 Apr 2023
Self-Supervised learning for Neural Architecture Search (NAS)
Self-Supervised learning for Neural Architecture Search (NAS)
Samuel Ducros
SSL
29
1
0
03 Apr 2023
Quantifying the Impact of Data Characteristics on the Transferability of
  Sleep Stage Scoring Models
Quantifying the Impact of Data Characteristics on the Transferability of Sleep Stage Scoring Models
A. Supratak
Peter Haddawy
24
7
0
28 Mar 2023
Learning Expressive Prompting With Residuals for Vision Transformers
Learning Expressive Prompting With Residuals for Vision Transformers
Rajshekhar Das
Yonatan Dukler
Avinash Ravichandran
A. Swaminathan
VLM
VPVLM
35
21
0
27 Mar 2023
Federated Learning without Full Labels: A Survey
Federated Learning without Full Labels: A Survey
Yilun Jin
Yang Liu
Kai Chen
Qian Yang
FedML
22
26
0
25 Mar 2023
SPEC: Summary Preference Decomposition for Low-Resource Abstractive
  Summarization
SPEC: Summary Preference Decomposition for Low-Resource Abstractive Summarization
Yi-Syuan Chen
Yun-Zhu Song
Hong-Han Shuai
33
6
0
24 Mar 2023
A Closer Look at Model Adaptation using Feature Distortion and
  Simplicity Bias
A Closer Look at Model Adaptation using Feature Distortion and Simplicity Bias
Puja Trivedi
Danai Koutra
Jayaraman J. Thiagarajan
AAML
40
17
0
23 Mar 2023
Manipulating Transfer Learning for Property Inference
Manipulating Transfer Learning for Property Inference
Yulong Tian
Fnu Suya
Anshuman Suri
Fengyuan Xu
David Evans
AAML
31
6
0
21 Mar 2023
Transfer learning method in the problem of binary classification of
  chest X-rays
Transfer learning method in the problem of binary classification of chest X-rays
Kolesnikov Dmitry
LM&MA
25
0
0
19 Mar 2023
Machine learning with data assimilation and uncertainty quantification
  for dynamical systems: a review
Machine learning with data assimilation and uncertainty quantification for dynamical systems: a review
Sibo Cheng
César Quilodrán-Casas
Said Ouala
A. Farchi
Che Liu
...
Weiping Ding
Yike Guo
A. Carrassi
Marc Bocquet
Rossella Arcucci
AI4CE
37
124
0
18 Mar 2023
A New Benchmark: On the Utility of Synthetic Data with Blender for Bare
  Supervised Learning and Downstream Domain Adaptation
A New Benchmark: On the Utility of Synthetic Data with Blender for Bare Supervised Learning and Downstream Domain Adaptation
Hui Tang
Kui Jia
OOD
34
13
0
16 Mar 2023
Rice paddy disease classifications using CNNs
Rice paddy disease classifications using CNNs
Charles OÑeill
19
3
0
15 Mar 2023
Deep Learning for Cross-Domain Few-Shot Visual Recognition: A Survey
Deep Learning for Cross-Domain Few-Shot Visual Recognition: A Survey
Huali Xu
Shuaifeng Zhi
Shuzhou Sun
Vishal M. Patel
Li Liu
46
13
0
15 Mar 2023
Domain Generalization in Machine Learning Models for Wireless
  Communications: Concepts, State-of-the-Art, and Open Issues
Domain Generalization in Machine Learning Models for Wireless Communications: Concepts, State-of-the-Art, and Open Issues
Mohamed Akrout
Amal Feriani
F. Bellili
A. Mezghani
Ekram Hossain
OOD
AI4CE
47
27
0
13 Mar 2023
TAKT: Target-Aware Knowledge Transfer for Whole Slide Image
  Classification
TAKT: Target-Aware Knowledge Transfer for Whole Slide Image Classification
Conghao Xiong
Yi-Mou Lin
Hao Chen
Hao Zheng
Dong Wei
Yefeng Zheng
Joseph J. Y. Sung
Irwin King
37
3
0
10 Mar 2023
O2RNet: Occluder-Occludee Relational Network for Robust Apple Detection
  in Clustered Orchard Environments
O2RNet: Occluder-Occludee Relational Network for Robust Apple Detection in Clustered Orchard Environments
Pengyu Chu
Zhao Li
Kaixiang Zhang
Dong Chen
Kyle Lammers
R. Lu
37
22
0
08 Mar 2023
Provable Pathways: Learning Multiple Tasks over Multiple Paths
Provable Pathways: Learning Multiple Tasks over Multiple Paths
Yingcong Li
Samet Oymak
MoE
32
4
0
08 Mar 2023
An Empirical Study of Pre-Trained Model Reuse in the Hugging Face Deep
  Learning Model Registry
An Empirical Study of Pre-Trained Model Reuse in the Hugging Face Deep Learning Model Registry
Wenxin Jiang
Nicholas Synovic
Matt Hyatt
Taylor R. Schorlemmer
R. Sethi
Yung-Hsiang Lu
George K. Thiruvathukal
James C. Davis
38
65
0
05 Mar 2023
Gradient Norm Aware Minimization Seeks First-Order Flatness and Improves
  Generalization
Gradient Norm Aware Minimization Seeks First-Order Flatness and Improves Generalization
Xingxuan Zhang
Renzhe Xu
Han Yu
Hao Zou
Peng Cui
29
39
0
03 Mar 2023
Cross-domain Transfer Learning and State Inference for Soft Robots via a
  Semi-supervised Sequential Variational Bayes Framework
Cross-domain Transfer Learning and State Inference for Soft Robots via a Semi-supervised Sequential Variational Bayes Framework
Shageenderan Sapai
Junn Yong Loo
Z. Y. Ding
Chee Pin Tan
Raphaël C.-W. Phan
Vishnu Monn Baskaran
Surya Girinatha Nurzaman
DRL
16
5
0
03 Mar 2023
Choosing Public Datasets for Private Machine Learning via Gradient
  Subspace Distance
Choosing Public Datasets for Private Machine Learning via Gradient Subspace Distance
Xin Gu
Gautam Kamath
Zhiwei Steven Wu
33
12
0
02 Mar 2023
Multiperspective Teaching of Unknown Objects via Shared-gaze-based
  Multimodal Human-Robot Interaction
Multiperspective Teaching of Unknown Objects via Shared-gaze-based Multimodal Human-Robot Interaction
Daniel Weber
Wolfgang Fuhl
Enkelejda Kasneci
A. Zell
26
3
0
01 Mar 2023
TimeMAE: Self-Supervised Representations of Time Series with Decoupled
  Masked Autoencoders
TimeMAE: Self-Supervised Representations of Time Series with Decoupled Masked Autoencoders
Mingyue Cheng
Qi Liu
Zhiding Liu
Haotong Zhang
Rujiao Zhang
Enhong Chen
AI4TS
47
42
0
01 Mar 2023
Deep Learning for Identifying Iran's Cultural Heritage Buildings in Need
  of Conservation Using Image Classification and Grad-CAM
Deep Learning for Identifying Iran's Cultural Heritage Buildings in Need of Conservation Using Image Classification and Grad-CAM
M. Bahrami
A. Albadvi
19
4
0
28 Feb 2023
MDF-Net for abnormality detection by fusing X-rays with clinical data
MDF-Net for abnormality detection by fusing X-rays with clinical data
Chih-Jou Hsieh
Isabel Blanco Nobre
Sandra Costa Sousa
Chun Ouyang
M. Brereton
Jacinto C. Nascimento
Joaquim A. Jorge
Catarina Moreira
18
8
0
26 Feb 2023
A Comprehensive Survey on Source-free Domain Adaptation
A Comprehensive Survey on Source-free Domain Adaptation
Zhiqi Yu
Jingjing Li
Zhekai Du
Lei Zhu
H. Shen
TTA
41
96
0
23 Feb 2023
Semantic-Fused Multi-Granularity Cross-City Traffic Prediction
Semantic-Fused Multi-Granularity Cross-City Traffic Prediction
Kehua Chen
Yuxuan Liang
Jindong Han
Siyuan Feng
Meixin Zhu
Hai Yang
AI4TS
45
6
0
23 Feb 2023
Bayes meets Bernstein at the Meta Level: an Analysis of Fast Rates in
  Meta-Learning with PAC-Bayes
Bayes meets Bernstein at the Meta Level: an Analysis of Fast Rates in Meta-Learning with PAC-Bayes
Charles Riou
Pierre Alquier
Badr-Eddine Chérief-Abdellatif
62
9
0
23 Feb 2023
pykanto: a python library to accelerate research on wild bird song
pykanto: a python library to accelerate research on wild bird song
Nilo Merino Recalde
29
7
0
20 Feb 2023
A Comprehensive Review and a Taxonomy of Edge Machine Learning:
  Requirements, Paradigms, and Techniques
A Comprehensive Review and a Taxonomy of Edge Machine Learning: Requirements, Paradigms, and Techniques
Wenbin Li
Hakim Hacid
Ebtesam Almazrouei
Merouane Debbah
36
13
0
16 Feb 2023
Frugal day-ahead forecasting of multiple local electricity loads by
  aggregating adaptive models
Frugal day-ahead forecasting of multiple local electricity loads by aggregating adaptive models
Guillaume Lambert
Bachir Hamrouche
Joseph de Vilmarest
AI4TS
31
3
0
16 Feb 2023
Transfer Learning for Bayesian Optimization: A Survey
Transfer Learning for Bayesian Optimization: A Survey
Tianyi Bai
Yang Li
Yu Shen
Xinyi Zhang
Wentao Zhang
Bin Cui
BDL
39
29
0
12 Feb 2023
Key Design Choices for Double-Transfer in Source-Free Unsupervised
  Domain Adaptation
Key Design Choices for Double-Transfer in Source-Free Unsupervised Domain Adaptation
Andrea Maracani
Raffaello Camoriano
Elisa Maiettini
Davide Talon
Lorenzo Rosasco
Lorenzo Natale
41
2
0
10 Feb 2023
Cross-Corpora Spoken Language Identification with Domain Diversification
  and Generalization
Cross-Corpora Spoken Language Identification with Domain Diversification and Generalization
Spandan Dey
Md. Sahidullah
G. Saha
21
11
0
10 Feb 2023
Mixed formulation of physics-informed neural networks for
  thermo-mechanically coupled systems and heterogeneous domains
Mixed formulation of physics-informed neural networks for thermo-mechanically coupled systems and heterogeneous domains
Ali Harandi
Ahmad Moeineddin
Michael Kaliske
Stefanie Reese
Shahed Rezaei
AI4CE
PINN
27
42
0
09 Feb 2023
ChemVise: Maximizing Out-of-Distribution Chemical Detection with the
  Novel Application of Zero-Shot Learning
ChemVise: Maximizing Out-of-Distribution Chemical Detection with the Novel Application of Zero-Shot Learning
Alexander M. Moore
Randy C. Paffenroth
K. T. Ngo
J. Uzarski
OOD
AAML
20
1
0
09 Feb 2023
Zero-Shot Learning for Requirements Classification: An Exploratory Study
Zero-Shot Learning for Requirements Classification: An Exploratory Study
Waad Alhoshan
Alessio Ferrari
Liping Zhao
VLM
25
39
0
09 Feb 2023
A Systematic Performance Analysis of Deep Perceptual Loss Networks:
  Breaking Transfer Learning Conventions
A Systematic Performance Analysis of Deep Perceptual Loss Networks: Breaking Transfer Learning Conventions
G. Pihlgren
Konstantina Nikolaidou
Prakash Chandra Chhipa
Nosheen Abid
Rajkumar Saini
Fredrik Sandin
Marcus Liwicki
29
10
0
08 Feb 2023
A Survey on Arabic Named Entity Recognition: Past, Recent Advances, and
  Future Trends
A Survey on Arabic Named Entity Recognition: Past, Recent Advances, and Future Trends
Xiaoye Qu
Yingjie Gu
Qingrong Xia
Zechang Li
Zhefeng Wang
Baoxing Huai
43
17
0
07 Feb 2023
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