Publications

Preprints
  1. Equivariant Disentangled Transformation for Domain Generalization under Combination Shift
    Yivan Zhang, Jindong Wang , Xing Xie, and Masashi Sugiyama
    arXiv preprint arXiv:2208.02011 2022
  2. Boosting Cross-Domain Speech Recognition with Self-Supervision
    Han Zhu, Gaofeng Cheng, Jindong Wang , Wenxin Hou, Pengyuan Zhang, and Yonghong Yan
    arXiv preprint arXiv:2206.09783 2022
  3. FreeMatch: Self-adaptive Thresholding for Semi-supervised Learning
    Yidong Wang, Hao Chen, Qiang Heng, Wenxin Hou, Marios Savvides, Takahiro Shinozaki, Bhiksha Raj, Zhen Wu, Jindong Wang# , and Bernt Schiele
    arXiv preprint arXiv:2205.07246 2022
  1. Margin Calibration for Long-Tailed Visual Recognition
    Yidong Wang, Bowen Zhang, Wenxin Hou, Zhen Wu, Jindong Wang# , and Takahiro Shinozaki
    arXiv preprint arXiv:2112.07225 2021
  2. Learning Invariant Representations across Domains and Tasks
    Jindong Wang , Wenjie Feng, Chang Liu, Chaohui Yu, Mingxuan Du, Renjun Xu, Tao Qin, and Tie-Yan Liu
    arXiv preprint arXiv:2103.05114 2021
  1. Learning to match distributions for domain adaptation
    Chaohui Yu, Jindong Wang , Chang Liu, Tao Qin, Renjun Xu, Wenjie Feng, Yiqiang Chen, and Tie-Yan Liu
    arXiv preprint arXiv:2007.10791 2020
          Books
            1. Book
              Introduction to Transfer Learning
              Jindong Wang , and Yiqiang Chen
              2021
                      Papers

                      2022

                      1. TKDE
                        Generalizing to Unseen Domains: A Survey on Domain Generalization
                        Jindong Wang , Cuiling Lan, Chang Liu, Yidong Ouyang, Tao Qin, Wang Lu, Yiqiang Chen, Wenjun Zeng, and Philip S. Yu
                        IEEE Transactions on Knowledge and Data Engineering (TKDE) 2022
                      2. TMLR
                        Domain-invariant Feature Exploration for Domain Generalization
                        Wang Lu, Jindong Wang# , Haoliang Li, Yiqiang Chen, and Xing Xie
                        Transactions on Machine Learning Research (TMLR) 2022
                      3. TIST
                        Domain generalization for activity recognition via adaptive feature fusion
                        Xin Qin, Jindong Wang# , Yiqiang Chen, Wang Lu, and Xinlong Jiang
                        ACM Transactions on Intelligent Systems and Technology (TIST) 2022
                      4. TKDE
                        Memory-Guided Multi-View Multi-Domain Fake News Detection
                        Yongchun Zhu, Qiang Sheng, Juan Cao, Qiong Nan, Kai Shu, Minghui Wu, Jindong Wang , and Fuzhen Zhuang
                        IEEE Transactions on Knowledge and Data Engineering (TKDE) 2022
                      5. IS
                        Decoupled Federated Learning for ASR with Non-IID Data
                        Han Zhu, Jindong Wang , Gaofeng Cheng, Pengyuan Zhang, and Yonghong Yan
                        Interspeech 2022
                      6. IS
                        Wav2vec-s: Semi-supervised pre-training for speech recognition
                        Han Zhu, Li Wang, Ying Hou, Jindong Wang , Gaofeng Cheng, Pengyuan Zhang, and Yonghong Yan
                        Interspeech 2022
                      7. TBD
                        Personalized Federated Learning with Adaptive Batchnorm for Healthcare
                        Wang Lu, Jindong Wang# , Yiqiang Chen, Xin Qin, Renjun Xu, Dimitrios Dimitriadis, and Tao Qin
                        IEEE Transactions on Big Data (TBD) 2022
                      8. IMWUT
                        Semantic-Discriminative Mixup for Generalizable Sensor-based Cross-domain Activity Recognition
                        Wang Lu, Jindong Wang# , Yiqiang Chen, Sinno Pan, Chunyu Hu, and Xin Qin
                        Proceedings of the ACM on Interactive, Mobile, Wearable, and Ubiquitous Technologies (IMWUT) 2022
                      9. TKDE
                        Adaptive Memory Networks with Self-supervised Learning for Unsupervised Anomaly Detection
                        Yuxin Zhang, Jindong Wang# , Yiqiang Chen, Han Yu, and Tao Qin
                        IEEE Transactions on Knowledge and Data Engineering (TKDE) 2022
                      10. TASLP
                        Exploiting Adapters for Cross-lingual Low-resource Speech Recognition
                        Wenxin Hou, Han Zhu, Yidong Wang, Jindong Wang# , Tao Qin, Renjun Xu, and Takahiro Shinozaki
                        IEEE/ACM Transactions on Audio, Speech and Language Processing (TASLP) 2022
                      11. MetaFed: Federated Learning among Federations with Cyclic Knowledge Distillation for Personalized Healthcare
                        Yiqiang Chen, Wang Lu, Xin Qin, Jindong Wang , and Xing Xie
                        2022 (Innovation Award)
                      12. ICASSP
                        Local and global alignments for generalizable sensor-based human activity recognition
                        Wang Lu, Jindong Wang# , and Yiqiang Chen
                        IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) 2022
                      13. ICSE
                        ReMoS: Reducing Defect Inheritance in Transfer Learning via Relevant Model Slicing
                        Ziqi Zhang, Yuanchun Li, Jindong Wang , Bingyan Liu, Ding Li, Xiangqun Chen, Yao Guo, and Yunxin Liu
                        44th International Conference on Software Engineering (ICSE) 2022

                      2021

                      1. TKDE
                        Unsupervised deep anomaly detection for multi-sensor time-series signals
                        Yuxin Zhang, Yiqiang Chen, Jindong Wang# , and Zhiwen Pan
                        IEEE Transactions on Knowledge and Data Engineering (TKDE) 2021
                      2. NeuCom
                        Cross-domain activity recognition via substructural optimal transport
                        Wang Lu, Yiqiang Chen, Jindong Wang , and Xin Qin
                        Neurocomputing 2021
                      3. NeurIPS
                        Flexmatch: Boosting semi-supervised learning with curriculum pseudo labeling
                        Bowen Zhang, Yidong Wang, Wenxin Hou, Hao Wu, Jindong Wang# , Manabu Okumura, and Takahiro Shinozaki
                        Advances in Neural Information Processing Systems (NeurIPS) 2021
                      4. NeurIPS
                        Learning causal semantic representation for out-of-distribution prediction
                        Chang Liu, Xinwei Sun, Jindong Wang , Haoyue Tang, Tao Li, Tao Qin, Wei Chen, and Tie-Yan Liu
                        Thirty-Fifth Conference on Neural Information Processing Systems (NeurIPS) 2021
                      5. CIKM
                        Adarnn: Adaptive learning and forecasting of time series
                        Yuntao Du, Jindong Wang# , Wenjie Feng, Sinno Pan, Tao Qin, Renjun Xu, and Chongjun Wang
                        The 30th ACM International Conference on Information & Knowledge Management (CIKM) 2021
                      6. IS
                        Cross-domain Speech Recognition with Unsupervised Character-level Distribution Matching
                        Wenxin Hou, Jindong Wang# , Xu Tan, Tao Qin, and Takahiro Shinozaki
                        Interspeech 2021
                      7. IJCAI
                        Generalizing to Unseen Domains: A Survey on Domain Generalization
                        Jindong Wang , Cuiling Lan, Chang Liu, Yidong Ouyang, Wenjun Zeng, and Tao Qin
                        International Joint Conference on Artificial Intelligence (IJCAI) 2021
                      8. ICASSP
                        MixSpeech: Data Augmentation for Low-resource Automatic Speech Recognition
                        Linghui Meng, Jin Xu, Xu Tan, Jindong Wang , Tao Qin, and Bo Xu
                        IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) 2021

                      2020

                      1. TNNLS
                        Deep subdomain adaptation network for image classification
                        Yongchun Zhu, Fuzhen Zhuang, Jindong Wang , Guolin Ke, Jingwu Chen, Jiang Bian, Hui Xiong, and Qing He
                        IEEE transactions on neural networks and learning systems 2020
                      2. Fedhealth: A federated transfer learning framework for wearable healthcare
                        Yiqiang Chen, Xin Qin, Jindong Wang , Chaohui Yu, and Wen Gao
                        IEEE Intelligent Systems 2020
                      3. TIST
                        Transfer learning with dynamic distribution adaptation
                        Jindong Wang , Yiqiang Chen, Wenjie Feng, Han Yu, Meiyu Huang, and Qiang Yang
                        ACM Transactions on Intelligent Systems and Technology (TIST) 2020
                      4. IJCAI
                        Joint Partial Optimal Transport for Open Set Domain Adaptation.
                        Renjun Xu, Pelen Liu, Yin Zhang, Fang Cai, Jindong Wang , Shuoying Liang, Heting Ying, and Jianwei Yin
                        International Joint Conference on Artificial Intelligence (IJCAI) 2020
                      5. CVPR
                        Reliable weighted optimal transport for unsupervised domain adaptation
                        Renjun Xu, Pelen Liu, Liyan Wang, Chao Chen, and Jindong Wang#
                        Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) 2020

                      2019

                      1. IMWUT
                        Cross-dataset activity recognition via adaptive spatial-temporal transfer learning
                        Xin Qin, Yiqiang Chen, Jindong Wang , and Chaohui Yu
                        Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies (IMWUT) 2019
                      2. JMLC
                        Transfer channel pruning for compressing deep domain adaptation models
                        Chaohui Yu, Jindong Wang , Yiqiang Chen, and Xin Qin
                        International Journal of Machine Learning and Cybernetics (JMLC) 2019
                      3. NeuNet
                        Multi-representation adaptation network for cross-domain image classification
                        Yongchun Zhu, Fuzhen Zhuang, Jindong Wang , Jingwu Chen, Zhiping Shi, Wenjuan Wu, and Qing He
                        Neural Networks 2019
                      4. PMC
                        Cross-position activity recognition with stratified transfer learning
                        Yiqiang Chen, Jindong Wang , Meiyu Huang, and Han Yu
                        Pervasive and Mobile Computing 2019
                      5. PRL
                        Deep learning for sensor-based activity recognition: A survey
                        Jindong Wang , Yiqiang Chen, Shuji Hao, Xiaohui Peng, and Lisha Hu
                        Pattern Recognition Letters 2019
                      6. ICDM
                        Transfer learning with dynamic adversarial adaptation network
                        Chaohui Yu, Jindong Wang , Yiqiang Chen, and Meiyu Huang
                        2019 IEEE International Conference on Data Mining (ICDM) 2019
                      7. UIC
                        DrowsyDet: A Mobile Application for Real-time Driver Drowsiness Detection
                        Chaohui Yu, Xin Qin, Yiqiang Chen, Jindong Wang , and Chenchen Fan
                        Ubiquitous Intelligence Computing 2019
                      8. ICME
                        Easy transfer learning by exploiting intra-domain structures
                        Jindong Wang , Yiqiang Chen, Han Yu, Meiyu Huang, and Qiang Yang
                        2019 IEEE International Conference on Multimedia and Expo (ICME) 2019
                      9. IJCNN
                        Accelerating deep unsupervised domain adaptation with transfer channel pruning
                        Chaohui Yu, Jindong Wang , Yiqiang Chen, and Zijing Wu
                        2019 International Joint Conference on Neural Networks (IJCNN) 2019

                      2018

                      1. JMLC
                        OKRELM: online kernelized and regularized extreme learning machine for wearable-based activity recognition
                        Lisha Hu, Yiqiang Chen, Jindong Wang , Chunyu Hu, and Xinlong Jiang
                        International Journal of Machine Learning and Cybernetics (JMLC) 2018
                      2. ACMMM
                        Visual domain adaptation with manifold embedded distribution alignment
                        Jindong Wang , Wenjie Feng, Yiqiang Chen, Han Yu, Meiyu Huang, and Philip S Yu
                        The 26th ACM international conference on Multimedia 2018 (300+ citations; 2nd most cited paper in MM’18)
                      3. ICCSE
                        Deep transfer learning for cross-domain activity recognition
                        Jindong Wang , Vincent W Zheng, Yiqiang Chen, and Meiyu Huang
                        proceedings of the 3rd International Conference on Crowd Science and Engineering 2018
                      4. PerCom
                        Stratified transfer learning for cross-domain activity recognition
                        Jindong Wang , Yiqiang Chen, Lisha Hu, Xiaohui Peng, and S Yu Philip
                        2018 IEEE international conference on pervasive computing and communications (PerCom) 2018

                      2017

                      1. ICDM
                        Balanced distribution adaptation for transfer learning
                        Jindong Wang , Yiqiang Chen, Shuji Hao, Wenjie Feng, and Zhiqi Shen
                        2017 IEEE international conference on data mining (ICDM) 2017 (300+ citations; most cited paper in ICDM’17)

                      2016

                      1. UbiComp
                        Ocean: A new opportunistic computing model for wearable activity recognition
                        Yiqiang Chen, Yang Gu, Xinlong Jiang, and Jindong Wang#
                        Proceedings of the 2016 ACM International Joint Conference on Pervasive and Ubiquitous Computing: Adjunct 2016
                      2. UIC
                        Less annotation on personalized activity recognition using context data
                        Lisha Hu, Yiqiang Chen, Shuangquan Wang, Jindong Wang , Jianfei Shen, Xinlong Jiang, and Zhiqi Shen
                        2016 Intl IEEE Conferences on Ubiquitous Intelligence Computing (UIC) 2016
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