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A Deep Value-network Based Approach for Multi-Driver Order Dispatching


Jun 08, 2021
Xiaocheng Tang, Zhiwei Qin, Fan Zhang, Zhaodong Wang, Zhe Xu, Yintai Ma, Hongtu Zhu, Jieping Ye

* KDD 2019 Oral 

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Value Function is All You Need: A Unified Learning Framework for Ride Hailing Platforms


Jun 04, 2021
Xiaocheng Tang, Fan Zhang, Zhiwei Qin, Yansheng Wang, Dingyuan Shi, Bingchen Song, Yongxin Tong, Hongtu Zhu, Jieping Ye

* KDD 2021; Ride-hailing marketplace open simulation platform: https://outreach.didichuxing.com/Simulation/ 

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Reinforcement Learning for Ridesharing: A Survey


May 03, 2021
Zhiwei Qin, Hongtu Zhu, Jieping Ye


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Real-world Ride-hailing Vehicle Repositioning using Deep Reinforcement Learning


Mar 08, 2021
Yan Jiao, Xiaocheng Tang, Zhiwei Qin, Shuaiji Li, Fan Zhang, Hongtu Zhu, Jieping Ye


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Selective Pseudo-Labeling with Reinforcement Learning for Semi-Supervised Domain Adaptation


Dec 07, 2020
Bingyu Liu, Yuhong Guo, Jieping Ye, Weihong Deng


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Domain Adaptation with Incomplete Target Domains


Dec 03, 2020
Zhenpeng Li, Jianan Jiang, Yuhong Guo, Tiantian Tang, Chengxiang Zhuo, Jieping Ye


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Bi-Dimensional Feature Alignment for Cross-Domain Object Detection


Nov 14, 2020
Zhen Zhao, Yuhong Guo, Jieping Ye

* ECCV20 TASK-CV Workshop 

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Joint predictions of multi-modal ride-hailing demands: a deep multi-task multigraph learning-based approach


Nov 11, 2020
Jintao Ke, Siyuan Feng, Zheng Zhu, Hai Yang, Jieping Ye


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Robust Unsupervised Video Anomaly Detection by Multi-Path Frame Prediction


Nov 05, 2020
Xuanzhao Wang, Zhengping Che, Ke Yang, Bo Jiang, Jian Tang, Jieping Ye, Jingyu Wang, Qi Qi


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Knowledge Transfer in Multi-Task Deep Reinforcement Learning for Continuous Control


Oct 16, 2020
Zhiyuan Xu, Kun Wu, Zhengping Che, Jian Tang, Jieping Ye


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DiDi's Machine Translation System for WMT2020


Oct 16, 2020
Tanfang Chen, Weiwei Wang, Wenyang Wei, Xing Shi, Xiangang Li, Jieping Ye, Kevin Knight

* Accepted at WMT 2020 

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Meta Graph Attention on Heterogeneous Graph with Node-Edge Co-evolution


Oct 09, 2020
Yucheng Lin, Huiting Hong, Xiaoqing Yang, Xiaodi Yang, Pinghua Gong, Jieping Ye

* 11pages, 4figures 

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Learning from Very Few Samples: A Survey


Sep 12, 2020
Jiang Lu, Pinghua Gong, Jieping Ye, Changshui Zhang

* 30 pages 

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Single-Timescale Stochastic Nonconvex-Concave Optimization for Smooth Nonlinear TD Learning


Aug 23, 2020
Shuang Qiu, Zhuoran Yang, Xiaohan Wei, Jieping Ye, Zhaoran Wang

* 45 pages; initial draft submitted in Feb, 2020 

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Predicting Individual Treatment Effects of Large-scale Team Competitions in a Ride-sharing Economy


Aug 07, 2020
Teng Ye, Wei Ai, Lingyu Zhang, Ning Luo, Lulu Zhang, Jieping Ye, Qiaozhu Mei

* Accepted to KDD 2020 

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PropagationNet: Propagate Points to Curve to Learn Structure Information


Jun 25, 2020
Xiehe Huang, Weihong Deng, Haifeng Shen, Xiubao Zhang, Jieping Ye

* The IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2020, pp. 7265-7274 
* 10 pages, 8 figures, 8 tables, CVPR2020 

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Road Network Metric Learning for Estimated Time of Arrival


Jun 24, 2020
Yiwen Sun, Kun Fu, Zheng Wang, Changshui Zhang, Jieping Ye

* Accepted by 25th International Conference on Pattern Recognition (ICPR 2020) 

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Ensemble Model with Batch Spectral Regularization and Data Blending for Cross-Domain Few-Shot Learning with Unlabeled Data


Jun 09, 2020
Zhen Zhao, Bingyu Liu, Yuhong Guo, Jieping Ye


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A Transductive Multi-Head Model for Cross-Domain Few-Shot Learning


Jun 08, 2020
Jianan Jiang, Zhenpeng Li, Yuhong Guo, Jieping Ye


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FMA-ETA: Estimating Travel Time Entirely Based on FFN With Attention


Jun 07, 2020
Yiwen Sun, Yulu Wang, Kun Fu, Zheng Wang, Ziang Yan, Changshui Zhang, Jieping Ye


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Fusion Recurrent Neural Network


Jun 07, 2020
Yiwen Sun, Yulu Wang, Kun Fu, Zheng Wang, Changshui Zhang, Jieping Ye


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Feature Transformation Ensemble Model with Batch Spectral Regularization for Cross-Domain Few-Shot Classification


May 21, 2020
Bingyu Liu, Zhen Zhao, Zhenpeng Li, Jianan Jiang, Yuhong Guo, Jieping Ye


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Sequential Sentence Matching Network for Multi-turn Response Selection in Retrieval-based Chatbots


May 16, 2020
Chao Xiong, Che Liu, Zijun Xu, Junfeng Jiang, Jieping Ye

* 10 pages, 4 figures 

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Constructing Geographic and Long-term Temporal Graph for Traffic Forecasting


Apr 23, 2020
Yiwen Sun, Yulu Wang, Kun Fu, Zheng Wang, Changshui Zhang, Jieping Ye

* 7 pages, 5 figures 

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Hierarchical Adaptive Contextual Bandits for Resource Constraint based Recommendation


Apr 06, 2020
Mengyue Yang, Qingyang Li, Zhiwei Qin, Jieping Ye

* Accepted for publication at WWW (The Web Conference) 2020 

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Mutual Learning Network for Multi-Source Domain Adaptation


Mar 29, 2020
Zhenpeng Li, Zhen Zhao, Yuhong Guo, Haifeng Shen, Jieping Ye


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