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A Comprehensive Survey on Transfer Learning

7 November 2019

Hengshu Zhu

Papers citing "A Comprehensive Survey on Transfer Learning"

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Title
Task-driven Self-supervised Bi-channel Networks for Diagnosis of Breast Cancers with Mammography Ronglin Gong Jun Wang Jun Shi 39 0 0 15 Jan 2021
Understanding the Effect of Out-of-distribution Examples and Interactive Explanations on Human-AI Decision Making Han Liu Vivian Lai Chenhao Tan 173 121 0 13 Jan 2021
Adversarial Sample Enhanced Domain Adaptation: A Case Study on Predictive Modeling with Electronic Health Records Yiqin Yu Pin-Yu Chen Yuan Zhou Jing Mei OOD 40 1 0 13 Jan 2021
Dual-Teacher++: Exploiting Intra-domain and Inter-domain Knowledge with Reliable Transfer for Cardiac Segmentation Kang Li Shujun Wang Lequan Yu Pheng-Ann Heng 119 29 0 07 Jan 2021
AILearn: An Adaptive Incremental Learning Model for Spoof Fingerprint Detection Shivang Agarwal A. Rattani C. R. Chowdary CLL 35 12 0 29 Dec 2020
Hypothesis Disparity Regularized Mutual Information Maximization Qicheng Lao Xiang Jiang Mohammad Havaei 71 24 0 15 Dec 2020
Knowledge Capture and Replay for Continual Learning Saisubramaniam Gopalakrishnan Pranshu Ranjan Singh Haytham M. Fayek Savitha Ramasamy Arulmurugan Ambikapathi CLL 78 18 0 12 Dec 2020
GDA-HIN: A Generalized Domain Adaptive Model across Heterogeneous Information Networks Tiancheng Huang Ke Xu Donglin Wang 47 3 0 10 Dec 2020
Deep Transfer Learning for Industrial Automation: A Review and Discussion of New Techniques for Data-Driven Machine Learning Benjamin Maschler M. Weyrich 53 78 0 06 Dec 2020
Rethinking supervised learning: insights from biological learning and from calling it by its name Alex Hernandez-Garcia SSL 39 0 0 04 Dec 2020
Transfer Learning as an Enabler of the Intelligent Digital Twin Benjamin Maschler Dominik I. Braun N. Jazdi M. Weyrich AI4CE 59 40 0 03 Dec 2020
Cross-Descriptor Visual Localization and Mapping Mihai Dusmanu O. Mikšík Johannes L. Schonberger Marc Pollefeys 72 27 0 02 Dec 2020
Multiclass non-Adversarial Image Synthesis, with Application to Classification from Very Small Sample Itamar Winter D. Weinshall GAN 56 0 0 25 Nov 2020
DeepShadows: Separating Low Surface Brightness Galaxies from Artifacts using Deep Learning Dimitrios Tanoglidis A. Ćiprijanović A. Drlica-Wagner 74 16 0 24 Nov 2020
SimTreeLS: Simulating aerial and terrestrial laser scans of trees F. Westling M. Bryson J. Underwood 3DPC 32 9 0 24 Nov 2020
Industrial object, machine part and defect recognition towards fully automated industrial monitoring employing deep learning. The case of multilevel VGG19 Ioannis D. Apostolopoulos Mpesiana A. Tzani 59 30 0 23 Nov 2020
EasyTransfer -- A Simple and Scalable Deep Transfer Learning Platform for NLP Applications Minghui Qiu Peng Li Chengyu Wang Hanjie Pan Yaliang Li ... Jun Yang Yaliang Li Jun Huang Deng Cai Wei Lin VLM SyDa 114 20 0 18 Nov 2020
Empowering Things with Intelligence: A Survey of the Progress, Challenges, and Opportunities in Artificial Intelligence of Things Jing Zhang Dacheng Tao 105 477 0 17 Nov 2020
Statistical Inference for Maximin Effects: Identifying Stable Associations across Multiple Studies Zijian Guo 71 17 0 15 Nov 2020
Learning causal representations for robust domain adaptation shuai Yang Kui Yu Fuyuan Cao Lin Liu Hongya Wang Jiuyong Li OOD CML TTA 71 44 0 12 Nov 2020
Robust and flexible learning of a high-dimensional classification rule using auxiliary outcomes Muxuan Liang Jaeyoung Park Qing Lu Xiang Zhong 89 0 0 11 Nov 2020
Language Model is All You Need: Natural Language Understanding as Question Answering Mahdi Namazifar Alexandros Papangelis Gokhan Tur Dilek Z. Hakkani-Tür 48 49 0 05 Nov 2020
Measuring and Harnessing Transference in Multi-Task Learning Christopher Fifty Ehsan Amid Zhe Zhao Tianhe Yu Rohan Anil Chelsea Finn 110 15 0 29 Oct 2020
Hyperparameter Transfer Across Developer Adjustments Daniel Stoll Jörg Franke Diane Wagner Simon Selg Frank Hutter 87 12 0 25 Oct 2020
A Study of Transfer Learning in Music Source Separation Andreas Bugler Bryan Pardo Prem Seetharaman 50 3 0 23 Oct 2020
A Novel Machine Learning Method for Preference Identification Azlan Iqbal 18 0 0 22 Oct 2020
Cognitive Learning-Aided Multi-Antenna Communications Ahmet M. Elbir Kumar Vijay Mishra 89 8 0 07 Oct 2020
Trustworthy Convolutional Neural Networks: A Gradient Penalized-based Approach Nicholas F Halliwell Freddy Lecue FAtt 118 9 0 29 Sep 2020
Sim-to-Real Transfer in Deep Reinforcement Learning for Robotics: a Survey Wenshuai Zhao Jorge Peña Queralta Tomi Westerlund OffRL 265 743 0 24 Sep 2020
MARS: Mixed Virtual and Real Wearable Sensors for Human Activity Recognition with Multi-Domain Deep Learning Model Ling Pei Songpengcheng Xia Lei Chu Fanyi Xiao Qi Wu Wenxian Yu Zixuan Zhang 83 30 0 20 Sep 2020
Review: Deep Learning in Electron Microscopy Jeffrey M. Ede 206 80 0 17 Sep 2020
Multi-Task Learning with Deep Neural Networks: A Survey M. Crawshaw CVBM 234 630 0 10 Sep 2020
A Comprehensive Analysis of Information Leakage in Deep Transfer Learning Cen Chen Bingzhe Wu Minghui Qiu Li Wang Jun Zhou PILM 43 11 0 04 Sep 2020
Large Dimensional Analysis and Improvement of Multi Task Learning Malik Tiomoko Ali Romain Couillet Hafiz Tiomoko 31 7 0 03 Sep 2020
A Survey on Negative Transfer Wen Zhang Lingfei Deng Lei Zhang Dongrui Wu AAML 166 225 0 02 Sep 2020
Ethical behavior in humans and machines -- Evaluating training data quality for beneficial machine learning Thilo Hagendorff 30 28 0 26 Aug 2020
Co-training for On-board Deep Object Detection Gabriel Villalonga A. Peña VLM ObjD 69 4 0 12 Aug 2020
An Overview of Deep Learning Architectures in Few-Shot Learning Domain Shruti Jadon Aryan Jadon VLM 108 56 0 12 Aug 2020
Multi-source Heterogeneous Domain Adaptation with Conditional Weighting Adversarial Network Yuan Yao Xutao Li Yu Zhang Yunming Ye 81 31 0 06 Aug 2020
Dynamic Knowledge Distillation for Black-box Hypothesis Transfer Learning Yiqin Yu Xu Min Shiwan Zhao Jing Mei Fei Wang Dongsheng Li Kenney Ng Shaochun Li 57 2 0 24 Jul 2020
Domain Generalization via Optimal Transport with Metric Similarity Learning Fan Zhou Zhuqing Jiang Changjian Shui Boyu Wang B. Chaib-draa OOD 107 57 0 21 Jul 2020
DWMD: Dimensional Weighted Orderwise Moment Discrepancy for Domain-specific Hidden Representation Matching Rongzhe Wei Fa Zhang Bo Dong Q. Zheng 21 0 0 18 Jul 2020
Deep Partial Updating: Towards Communication Efficient Updating for On-device Inference Zhongnan Qu Cong Liu Lothar Thiele 3DH 100 3 0 06 Jul 2020
On the application of transfer learning in prognostics and health management R. Moradi K. Groth 33 9 0 03 Jul 2020
A Conceptual Framework for Externally-influenced Agents: An Assisted Reinforcement Learning Review Adam Bignold Francisco Cruz Matthew E. Taylor Tim Brys Richard Dazeley Peter Vamplew Cameron Foale 92 31 0 03 Jul 2020
$Transfer Learning via $\ell_1$ Regularization$ Transfer Learning via $\ell_1$ Regularization Masaaki Takada Hironori Fujisawa 56 7 0 26 Jun 2020
Structure by Architecture: Structured Representations without Regularization Felix Leeb Giulia Lanzillotta Yashas Annadani M. Besserve Stefan Bauer Bernhard Schölkopf OOD CML 101 8 0 14 Jun 2020
Fast CRDNN: Towards on Site Training of Mobile Construction Machines Yusheng Xiang Tian Tang Tianqing Su Christine Brach Libo Liu Samuel S. Mao M. Geimer 29 18 0 04 Jun 2020
Weakly Supervised Representation Learning with Coarse Labels Yuanhong Xu Qi Qian Hao Li Rong Jin Juhua Hu SSL 51 8 0 19 May 2020
Partly Supervised Multitask Learning A. Imran Chao Huang Hui Tang Wei Fan Yuan Xiao Dingjun Hao Zhen Qian D. Terzopoulos 40 12 0 05 May 2020