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AgFlow: Fast Model Selection of Penalized PCA via Implicit Regularization Effects of Gradient Flow


Oct 07, 2021
Haiyan Jiang, Haoyi Xiong, Dongrui Wu, Ji Liu, Dejing Dou

* accepted by Machine Learning 

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Exploring the Common Principal Subspace of Deep Features in Neural Networks


Oct 06, 2021
Haoran Liu, Haoyi Xiong, Yaqing Wang, Haozhe An, Dongrui Wu, Dejing Dou

* Main Text with Appendix, accepted by Machine Learning 

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GeomGCL: Geometric Graph Contrastive Learning for Molecular Property Prediction


Sep 24, 2021
Shuangli Li, Jingbo Zhou, Tong Xu, Dejing Dou, Hui Xiong


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Cross-Model Consensus of Explanations and Beyond for Image Classification Models: An Empirical Study


Sep 02, 2021
Xuhong Li, Haoyi Xiong, Siyu Huang, Shilei Ji, Dejing Dou


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MugRep: A Multi-Task Hierarchical Graph Representation Learning Framework for Real Estate Appraisal


Aug 02, 2021
Weijia Zhang, Hao Liu, Lijun Zha, Hengshu Zhu, Ji Liu, Dejing Dou, Hui Xiong

* 11 pages, SIGKDD-2021 

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Semi-Supervised Active Learning with Temporal Output Discrepancy


Jul 29, 2021
Siyu Huang, Tianyang Wang, Haoyi Xiong, Jun Huan, Dejing Dou

* ICCV 2021. Code is available at https://github.com/siyuhuang/TOD 

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Structure-aware Interactive Graph Neural Networks for the Prediction of Protein-Ligand Binding Affinity


Jul 21, 2021
Shuangli Li, Jingbo Zhou, Tong Xu, Liang Huang, Fan Wang, Haoyi Xiong, Weili Huang, Dejing Dou, Hui Xiong

* 11 pages, 8 figures, Accepted by KDD 2021 (Research Track) 

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Property-aware Adaptive Relation Networks for Molecular Property Prediction


Jul 16, 2021
Yaqing Wang, Abulikemu Abuduweili, Dejing Dou

* molecular property prediction, few-shot learning, meta learning 

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Noise Stability Regularization for Improving BERT Fine-tuning


Jul 10, 2021
Hang Hua, Xingjian Li, Dejing Dou, Cheng-Zhong Xu, Jiebo Luo

* Proceedings of the 2021 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies 

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Robust Matrix Factorization with Grouping Effect


Jul 08, 2021
Haiyan Jiang, Shuyu Li, Luwei Zhang, Haoyi Xiong, Dejing Dou

* 22 pages, 5 figures, 4 tables 

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Feature Grouping and Sparse Principal Component Analysis


Jun 25, 2021
Haiyan Jiang, Shanshan Qin, Dejing Dou

* 21 pages, 5 figures, 2 tables 

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Practical Assessment of Generalization Performance Robustness for Deep Networks via Contrastive Examples


Jun 20, 2021
Xuanyu Wu, Xuhong Li, Haoyi Xiong, Xiao Zhang, Siyu Huang, Dejing Dou


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JIZHI: A Fast and Cost-Effective Model-As-A-Service System for Web-Scale Online Inference at Baidu


Jun 03, 2021
Hao Liu, Qian Gao, Jiang Li, Xiaochao Liao, Hao Xiong, Guangxing Chen, Wenlin Wang, Guobao Yang, Zhiwei Zha, Daxiang Dong, Dejing Dou, Haoyi Xiong

* Accepted to SIGKDD 2021 applied data science track 

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From Distributed Machine Learning to Federated Learning: A Survey


May 10, 2021
Ji Liu, Jizhou Huang, Yang Zhou, Xuhong Li, Shilei Ji, Haoyi Xiong, Dejing Dou

* 31 pages, 8 figures 

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BM-NAS: Bilevel Multimodal Neural Architecture Search


Apr 19, 2021
Yihang Yin, Siyu Huang, Xiang Zhang, Dejing Dou


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Cross-lingual Entity Alignment with Adversarial Kernel Embedding and Adversarial Knowledge Translation


Apr 16, 2021
Gong Zhang, Yang Zhou, Sixing Wu, Zeru Zhang, Dejing Dou


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ArtFlow: Unbiased Image Style Transfer via Reversible Neural Flows


Apr 09, 2021
Jie An, Siyu Huang, Yibing Song, Dejing Dou, Wei Liu, Jiebo Luo

* CVPR 2021 Accepted 

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SMILE: Self-Distilled MIxup for Efficient Transfer LEarning


Mar 25, 2021
Xingjian Li, Haoyi Xiong, Chengzhong Xu, Dejing Dou


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Interpretable Deep Learning: Interpretations, Interpretability, Trustworthiness, and Beyond


Mar 19, 2021
Xuhong Li, Haoyi Xiong, Xingjian Li, Xuanyu Wu, Xiao Zhang, Ji Liu, Jiang Bian, Dejing Dou


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Adaptive Consistency Regularization for Semi-Supervised Transfer Learning


Mar 03, 2021
Abulikemu Abuduweili, Xingjian Li, Humphrey Shi, Cheng-Zhong Xu, Dejing Dou

* Accepted by CVPR 2021 

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Intelligent Electric Vehicle Charging Recommendation Based on Multi-Agent Reinforcement Learning


Feb 15, 2021
Weijia Zhang, Hao Liu, Fan Wang, Tong Xu, Haoran Xin, Dejing Dou, Hui Xiong

* 12 pages, 10 figures 

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Out-of-Town Recommendation with Travel Intention Modeling


Feb 06, 2021
Haoran Xin, Xinjiang Lu, Tong Xu, Hao Liu, Jingjing Gu, Dejing Dou, Hui Xiong

* Accepted by AAAI-2021 

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C-Watcher: A Framework for Early Detection of High-Risk Neighborhoods Ahead of COVID-19 Outbreak


Jan 27, 2021
Congxi Xiao, Jingbo Zhou, Jizhou Huang, An Zhuo, Ji Liu, Haoyi Xiong, Dejing Dou

* 12 pages, accepted by AAAI 2021, appendix is included 

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Joint Air Quality and Weather Prediction Based on Multi-Adversarial Spatiotemporal Networks


Jan 05, 2021
Jindong Han, Hao Liu, Hengshu Zhu, Hui Xiong, Dejing Dou

* 9 pages, 6 figures 

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