A Comprehensive Survey on Transfer Learning

7 November 2019

Hengshu Zhu

Papers citing "A Comprehensive Survey on Transfer Learning"

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Title
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 29 7 0 16 Sep 2022
PINCH: An Adversarial Extraction Attack Framework for Deep Learning Models William Hackett Stefan Trawicki Zhengxin Yu N. Suri Peter Garraghan MIACV AAML 23 3 0 13 Sep 2022
Socially Enhanced Situation Awareness from Microblogs using Artificial Intelligence: A Survey Rabindra Lamsal Aaron Harwood M. Read 44 20 0 13 Sep 2022
TEDL: A Two-stage Evidential Deep Learning Method for Classification Uncertainty Quantification Xue Li Wei Shen Denis Xavier Charles UQCV EDL 59 3 0 12 Sep 2022
AutoPruner: Transformer-Based Call Graph Pruning Thanh Le-Cong Hong Jin Kang Truong-Giang Nguyen S. A. Haryono David Lo X. Le H. Thang 32 19 0 07 Sep 2022
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 35 0 0 05 Sep 2022
Generalization in Neural Networks: A Broad Survey Chris Rohlfs OOD AI4CE 21 6 0 04 Sep 2022
Geometry of EM and related iterative algorithms H. Hino S. Akaho Noboru Murata 6 5 0 03 Sep 2022
Classical-to-quantum convolutional neural network transfer learning Juhyeon Kim Joonsuk Huh D. Park 37 33 0 31 Aug 2022
Minkowski Tracker: A Sparse Spatio-Temporal R-CNN for Joint Object Detection and Tracking JunYoung Gwak Silvio Savarese Jeannette Bohg VOT 35 13 0 22 Aug 2022
Transfer Ranking in Finance: Applications to Cross-Sectional Momentum with Data Scarcity Daniel Poh Stephen J. Roberts S. Zohren 31 7 0 21 Aug 2022
A physics-based domain adaptation framework for modelling and forecasting building energy systems Zack Xuereb Conti R. Choudhary Luca Magri AI4CE 23 6 0 19 Aug 2022
Accurate Action Recommendation for Smart Home via Two-Level Encoders and Commonsense Knowledge Hyunsik Jeon Jongjin Kim Hoyoung Yoon Jaeri Lee U. Kang 16 15 0 12 Aug 2022
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 6 0 0 10 Aug 2022
How Well Do Vision Transformers (VTs) Transfer To The Non-Natural Image Domain? An Empirical Study Involving Art Classification Vincent Tonkes M. Sabatelli ViT 41 6 0 09 Aug 2022
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 36 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 M. Khoshboresh-Masouleh R. Shah-Hosseini AI4TS 15 1 0 04 Aug 2022
Multi-layer Representation Learning for Robust OOD Image Classification Aristotelis Ballas Christos Diou 25 5 0 27 Jul 2022
Exploring the Design of Adaptation Protocols for Improved Generalization and Machine Learning Safety Puja Trivedi Danai Koutra Jayaraman J. Thiagarajan AAML 35 0 0 26 Jul 2022
Improving Pseudo Labels With Intra-Class Similarity for Unsupervised Domain Adaptation Jie Wang Xiaoli Zhang 25 30 0 25 Jul 2022
Learning from few examples: Classifying sex from retinal images via deep learning Aaron Berk Gulcenur Ozturan Parsa Delavari D. Maberley Özgür Yilmaz Ipek Oruc 29 3 0 20 Jul 2022
Controllable Data Generation by Deep Learning: A Review Shiyu Wang Yuanqi Du Xiaojie Guo Bo Pan Zhaohui Qin Liang Zhao 33 28 0 19 Jul 2022
LR-Net: A Block-based Convolutional Neural Network for Low-Resolution Image Classification Ashkan Ganj M. Ebadpour Mahdieh Darvish H. Bahador SupR 17 13 0 19 Jul 2022
Similarity of Pre-trained and Fine-tuned Representations Thomas Goerttler Klaus Obermayer 20 1 0 19 Jul 2022
SelectionConv: Convolutional Neural Networks for Non-rectilinear Image Data David Hart Michael Whitney B. Morse 45 2 0 18 Jul 2022
Turning the information-sharing dial: efficient inference from different data sources Emily C. Hector Ryan Martin 34 5 0 18 Jul 2022
Word Play for Playing Othello (Reverses) S. M. Noever David Noever 44 0 0 18 Jul 2022
Transfer learning for time series classification using synthetic data generation Yarden Rotem Nathaniel Shimoni Lior Rokach Bracha Shapira SyDa 24 8 0 16 Jul 2022
Heuristic-free Optimization of Force-Controlled Robot Search Strategies in Stochastic Environments Bastian Alt Darko Katic Rainer Jäkel Michael Beetz 27 6 0 15 Jul 2022
Beware the Rationalization Trap! When Language Model Explainability Diverges from our Mental Models of Language Rita Sevastjanova Mennatallah El-Assady LRM 45 9 0 14 Jul 2022
E2-AEN: End-to-End Incremental Learning with Adaptively Expandable Network Guimei Cao Zhanzhan Cheng Yunlu Xu Duo Li Shiliang Pu Yi Niu Fei Wu CLL 30 2 0 14 Jul 2022
LiveSchema: A Gateway Towards Learning on Knowledge Graph Schemas Mattia Fumagalli Marco Boffo D. Shi Mayukh Bagchi Fausto Giunchiglia 11 1 0 13 Jul 2022
Noisy Heuristics NAS: A Network Morphism based Neural Architecture Search using Heuristics Suman Sapkota Binod Bhattarai 24 3 0 10 Jul 2022
Low-resource Low-footprint Wake-word Detection using Knowledge Distillation Arindam Ghosh Mark C. Fuhs Deblin Bagchi Bahman Farahani Monika Woszczyna VLM 26 3 0 06 Jul 2022
Pre-training Transformers for Molecular Property Prediction Using Reaction Prediction J. Broberg Maria Bånkestad Erik Ylipää AI4CE 21 5 0 06 Jul 2022
Invariant and Transportable Representations for Anti-Causal Domain Shifts Yibo Jiang Victor Veitch OOD 131 32 0 04 Jul 2022
Transfer Learning with Deep Tabular Models Roman Levin Valeriia Cherepanova Avi Schwarzschild Arpit Bansal C. Bayan Bruss Tom Goldstein A. Wilson Micah Goldblum OOD FedML LMTD 77 58 0 30 Jun 2022
Transfer Learning via Test-Time Neural Networks Aggregation Bruno Casella Alessio Barbaro Chisari Sebastiano Battiato M. Giuffrida FedML OOD 38 3 0 27 Jun 2022
Self-supervised Learning in Remote Sensing: A Review Yi Wang C. Albrecht Nassim Ait Ali Braham Lichao Mou Xiao Xiang Zhu 34 219 0 27 Jun 2022
Memory-Guided Multi-View Multi-Domain Fake News Detection Yongchun Zhu Qiang Sheng Juan Cao Qiong Nan Kai Shu Ming-hui Wu Jindong Wang Fuzhen Zhuang 39 74 0 26 Jun 2022
Gated Domain Units for Multi-source Domain Generalization Simon Foll Alina Dubatovka Eugen Ernst Siu Lun Chau Martin Maritsch Patrik Okanovic Gudrun Thater J. M. Buhmann Felix Wortmann Krikamol Muandet OOD 48 4 0 24 Jun 2022
Mutual Information-guided Knowledge Transfer for Novel Class Discovery Chuyu Zhang Chuanyan Hu Ruijie Xu Zhitong Gao Qian He Xuming He 22 4 0 24 Jun 2022
Input-agnostic Certified Group Fairness via Gaussian Parameter Smoothing Jiayin Jin Zeru Zhang Yang Zhou Lingfei Wu 32 13 0 22 Jun 2022
Scalable Neural Data Server: A Data Recommender for Transfer Learning Tianshi Cao Sasha Doubov David Acuna Sanja Fidler 36 6 0 19 Jun 2022
A Survey on Computational Intelligence-based Transfer Learning Mohamad Zamini Eunjin Kim 21 2 0 17 Jun 2022
TLETA: Deep Transfer Learning and Integrated Cellular Knowledge for Estimated Time of Arrival Prediction H. Tran S. T. Nguyen I-Ling Yen F. Bastani 8 1 0 17 Jun 2022
SoundSpaces 2.0: A Simulation Platform for Visual-Acoustic Learning Changan Chen Carl Schissler Sanchit Garg Philip Kobernik Alexander Clegg P. Calamia Dhruv Batra Philip Robinson Kristen Grauman 3DGS 44 80 0 16 Jun 2022
DORA: Exploring Outlier Representations in Deep Neural Networks Kirill Bykov Mayukh Deb Dennis Grinwald Klaus-Robert Muller Marina M.-C. Höhne 35 12 0 09 Jun 2022
Sim2real for Reinforcement Learning Driven Next Generation Networks Peizheng Li Jonathan D. Thomas Xiaoyang Wang Hakan Erdol A. Ahmad ... S. Kapoor Arjun Parekh A. Doufexi Arman Shojaeifard Robert Piechocki 24 3 0 08 Jun 2022
Hub-Pathway: Transfer Learning from A Hub of Pre-trained Models Yang Shu Zhangjie Cao Ziyang Zhang Jianmin Wang Mingsheng Long 27 4 0 08 Jun 2022