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Yaw-Guided Imitation Learning for Autonomous Driving in Urban Environments


Nov 11, 2021
Yandong Liu, Chengzhong Xu, Hui Kong

* 9 pages, 9 figures 

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Multi-View TRGRU: Transformer based Spatiotemporal Model for Short-Term Metro Origin-Destination Matrix Prediction


Aug 16, 2021
Jiexia Ye, Furong Zheng, Juanjuan Zhao, Kejiang Ye, Chengzhong Xu

* 10 pages, 8 figures 

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A Deep Reinforcement Learning Approach for Traffic Signal Control Optimization


Jul 13, 2021
Zhenning Li, Chengzhong Xu, Guohui Zhang


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Incorporating Reachability Knowledge into a Multi-Spatial Graph Convolution Based Seq2Seq Model for Traffic Forecasting


Jul 04, 2021
Jiexia Ye, Furong Zheng, Juanjuan Zhao, Kejiang Ye, Chengzhong Xu

* 12 pages, 9 figures 

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Machine Learning-based Orchestration of Containers: A Taxonomy and Future Directions


Jun 24, 2021
Zhiheng Zhong, Minxian Xu, Maria Alejandra Rodriguez, Chengzhong Xu, Rajkumar Buyya

* 33 pages, 10 figures 

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One Shot Face Swapping on Megapixels


May 11, 2021
Yuhao Zhu, Qi Li, Jian Wang, Chengzhong Xu, Zhenan Sun


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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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DEAL: Decremental Energy-Aware Learning in a Federated System


Feb 05, 2021
Wenting Zou, Li Li, Zichen Xu, Chengzhong Xu


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Towards Accurate Knowledge Transfer via Target-awareness Representation Disentanglement


Oct 16, 2020
Xingjian Li, Di Hu, Xuhong Li, Haoyi Xiong, Zhi Ye, Zhipeng Wang, Chengzhong Xu, Dejing Dou


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XMixup: Efficient Transfer Learning with Auxiliary Samples by Cross-domain Mixup


Jul 20, 2020
Xingjian Li, Haoyi Xiong, Haozhe An, Chengzhong Xu, Dejing Dou


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RIFLE: Backpropagation in Depth for Deep Transfer Learning through Re-Initializing the Fully-connected LayEr


Jul 07, 2020
Xingjian Li, Haoyi Xiong, Haozhe An, Chengzhong Xu, Dejing Dou

* Accepted by ICML'2020 

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How to Build a Graph-Based Deep Learning Architecture in Traffic Domain: A Survey


Jun 07, 2020
Jiexia Ye, Juanjuan Zhao, Kejiang Ye, Chengzhong Xu

* 21pages, 11figures 

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Multi-View Graph Convolutional Networks for Relationship-Driven Stock Prediction


May 11, 2020
Jiexia Ye, Juanjuan Zhao, Kejiang Ye, Chengzhong Xu


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COLAM: Co-Learning of Deep Neural Networks and Soft Labels via Alternating Minimization


Apr 26, 2020
Xingjian Li, Haoyi Xiong, Haozhe An, Dejing Dou, Chengzhong Xu


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Lifelong Federated Reinforcement Learning: A Learning Architecture for Navigation in Cloud Robotic Systems


Mar 25, 2019
Boyi Liu, Lujia Wang, Ming Liu, Chengzhong Xu


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Estimation of Passenger Route Choice Pattern Using Smart Card Data for Complex Metro Systems


Apr 19, 2016
Juanjuan Zhao, Fan Zhang, Lai Tu, Chengzhong Xu, Dayong Shen, Chen Tian, Xiang-Yang Li, Zhengxi Li

* 12 pages, 12 figures 

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