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FIXED: Frustratingly Easy Domain Generalization with Mixup


Nov 07, 2022
Wang Lu, Jindong Wang, Han Yu, Lei Huang, Xiang Zhang, Yiqiang Chen, Xing Xie

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* Technical report; code for DG at: https://github.com/jindongwang/transferlearning/tree/master/code/DeepDG 

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Out-of-Distribution Representation Learning for Time Series Classification


Sep 26, 2022
Wang Lu, Jindong Wang, Xinwei Sun, Yiqiang Chen, Xing Xie

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* Technical report; 20 pages 

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Generalized Representations Learning for Time Series Classification


Sep 15, 2022
Wang Lu, Jindong Wang, Xinwei Sun, Yiqiang Chen, Xing Xie

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* Technical report; 18 pages 

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Domain-invariant Feature Exploration for Domain Generalization


Jul 25, 2022
Wang Lu, Jindong Wang, Haoliang Li, Yiqiang Chen, Xing Xie

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* Accepted by Transactions on Machine Learning Research (TMLR) 2022; 20 pages; code: https://github.com/jindongwang/transferlearning/tree/master/code/DeepDG 

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Domain Generalization for Activity Recognition via Adaptive Feature Fusion


Jul 21, 2022
Xin Qin, Jindong Wang, Yiqiang Chen, Wang Lu, Xinlong Jiang

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* Accepted by ACM Transactions on Intelligent Systems and Technology (TIST) 2022; Code: https://github.com/jindongwang/transferlearning/tree/master/code/DeepDG 

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MetaFed: Federated Learning among Federations with Cyclic Knowledge Distillation for Personalized Healthcare


Jun 17, 2022
Yiqiang Chen, Wang Lu, Xin Qin, Jindong Wang, Xing Xie

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* Accepted by IJCAI'22 federated learning workshop; code at https://github.com/microsoft/PersonalizedFL 

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Semantic-Discriminative Mixup for Generalizable Sensor-based Cross-domain Activity Recognition


Jun 14, 2022
Wang Lu, Jindong Wang, Yiqiang Chen, Sinno Jialin Pan, Chunyu Hu, Xin Qin

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* To be presented at UbiComp 2022; Accepted by Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies (IMWUT) 

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Adaptive Memory Networks with Self-supervised Learning for Unsupervised Anomaly Detection


Jan 03, 2022
Yuxin Zhang, Jindong Wang, Yiqiang Chen, Han Yu, Tao Qin

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* Accepted by IEEE Transactions on Knowledge and Data Engineering (TKDE) 2022; 13 pages 

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Federated Learning with Adaptive Batchnorm for Personalized Healthcare


Dec 01, 2021
Yiqiang Chen, Wang Lu, Jindong Wang, Xin Qin, Tao Qin

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* Technical report. arXiv admin note: substantial text overlap with arXiv:2106.01009 

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Unsupervised Deep Anomaly Detection for Multi-Sensor Time-Series Signals


Aug 02, 2021
Yuxin Zhang, Yiqiang Chen, Jindong Wang, Zhiwen Pan

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* Accepted to IEEE Transactions on Knowledge and Data Engineering (IEEE TKDE) as a regular paper; 14 pages 

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