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Traceable Automatic Feature Transformation via Cascading Actor-Critic Agents


Dec 31, 2022
Meng Xiao, Dongjie Wang, Min Wu, Ziyue Qiao, Pengfei Wang, Kunpeng Liu, Yuanchun Zhou, Yanjie Fu

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* 9 pages, accepted by SIAM International Conference on Data Mining 2023 

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On the Probability of Necessity and Sufficiency of Explaining Graph Neural Networks: A Lower Bound Optimization Approach


Dec 14, 2022
Ruichu Cai, Yuxuan Zhu, Xuexin Chen, Yuan Fang, Min Wu, Jie Qiao, Zhifeng Hao

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* 12 pages, 7 figures 

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VeriX: Towards Verified Explainability of Deep Neural Networks


Dec 06, 2022
Min Wu, Haoze Wu, Clark Barrett

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* To appear in Thirty-Seventh AAAI Conference on Artificial Intelligence (AAAI 2023) 

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CoTMix: Contrastive Domain Adaptation for Time-Series via Temporal Mixup


Dec 03, 2022
Emadeldeen Eldele, Mohamed Ragab, Zhenghua Chen, Min Wu, Chee-Keong Kwoh, Xiaoli Li

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* Under Review 

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Self-supervised Learning for Label-Efficient Sleep Stage Classification: A Comprehensive Evaluation


Oct 10, 2022
Emadeldeen Eldele, Mohamed Ragab, Zhenghua Chen, Min Wu, Chee-Keong Kwoh, Xiaoli Li

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* Under Review. This document contains 9 pages as a main text, and 2 pages for supplementary materials 

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Hierarchical MixUp Multi-label Classification with Imbalanced Interdisciplinary Research Proposals


Sep 28, 2022
Meng Xiao, Min Wu, Ziyue Qiao, Zhiyuan Ning, Yi Du, Yanjie Fu, Yuanchun Zhou

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* Under review of Machine Learning. arXiv admin note: text overlap with arXiv:2209.13519 

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Self-Optimizing Feature Transformation


Sep 16, 2022
Meng Xiao, Dongjie Wang, Yanjie Fu, Kunpeng Liu, Min Wu, Hui Xiong, Yuanchun Zhou

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* Under review of TKDE. arXiv admin note: substantial text overlap with arXiv:2205.14526 

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Self-supervised Contrastive Representation Learning for Semi-supervised Time-Series Classification


Aug 13, 2022
Emadeldeen Eldele, Mohamed Ragab, Zhenghua Chen, Min Wu, Chee-Keong Kwoh, Xiaoli Li, Cuntai Guan

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* Under review - TPAMI. arXiv admin note: substantial text overlap with arXiv:2106.14112 

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EXTERN: Leveraging Endo-Temporal Regularization for Black-box Video Domain Adaptation


Aug 10, 2022
Yuecong Xu, Jianfei Yang, Min Wu, Xiaoli Li, Lihua Xie, Zhenghua Chen

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* 9 pages, 4 figures, and 4 tables 

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