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Relation-aware Meta-learning for Market Segment Demand Prediction with Limited Records

Aug 01, 2020
Jiatu Shi, Huaxiu Yao, Xian Wu, Tong Li, Zedong Lin, Tengfei Wang, Binqiang Zhao, Zhenhui Li

* First two authors contributed equally 

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Don't Overlook the Support Set: Towards Improving Generalization in Meta-learning

Jul 26, 2020
Huaxiu Yao, Longkai Huang, Ying Wei, Li Tian, Junzhou Huang, Zhenhui Li


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Graph Convolutional Networks against Degree-Related Biases

Jun 28, 2020
Xianfeng Tang, Huaxiu Yao, Yiwei Sun, Yiqi Wang, Jiliang Tang, Charu Aggarwal, Prasenjit Mitra, Suhang Wang

* Preprint, under review 

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Automated Relational Meta-learning

Jan 03, 2020
Huaxiu Yao, Xian Wu, Zhiqiang Tao, Yaliang Li, Bolin Ding, Ruirui Li, Zhenhui Li

* Accepted by ICLR 2020 

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Few-Shot Knowledge Graph Completion

Nov 26, 2019
Chuxu Zhang, Huaxiu Yao, Chao Huang, Meng Jiang, Zhenhui Li, Nitesh V. Chawla


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Joint Modeling of Local and Global Temporal Dynamics for Multivariate Time Series Forecasting with Missing Values

Nov 22, 2019
Xianfeng Tang, Huaxiu Yao, Yiwei Sun, Charu Aggarwal, Prasenjit Mitra, Suhang Wang

* Accepted by AAAI 2020 

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Graph Few-shot Learning via Knowledge Transfer

Oct 07, 2019
Huaxiu Yao, Chuxu Zhang, Ying Wei, Meng Jiang, Suhang Wang, Junzhou Huang, Nitesh V. Chawla, Zhenhui Li

* Accepted by NeurIPS 2019 GRL workshop 

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Transferable Neural Processes for Hyperparameter Optimization

Sep 10, 2019
Ying Wei, Peilin Zhao, Huaxiu Yao, Junzhou Huang

* 11 pages, 12 figures 

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Targeted Source Detection for Environmental Data

Aug 29, 2019
Guanjie Zheng, Mengqi Liu, Tao Wen, Hongjian Wang, Huaxiu Yao, Susan L. Brantley, Zhenhui Li

* 8 pages, 4 figures, 1 table 

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Robust Graph Neural Network Against Poisoning Attacks via Transfer Learning

Aug 20, 2019
Xianfeng Tang, Yandong Li, Yiwei Sun, Huaxiu Yao, Prasenjit Mitra, Suhang Wang

* Preprint, under review 

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Hierarchically Structured Meta-learning

May 13, 2019
Huaxiu Yao, Ying Wei, Junzhou Huang, Zhenhui Li

* Accepted by ICML 2019 

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Joint Modeling of Dense and Incomplete Trajectories for Citywide Traffic Volume Inference

Feb 25, 2019
Xianfeng Tang, Boqing Gong, Yanwei Yu, Huaxiu Yao, Yandong Li, Haiyong Xie, Xiaoyu Wang

* Accepted by The Web Conference (WWW) 2019 

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Learning from Multiple Cities: A Meta-Learning Approach for Spatial-Temporal Prediction

Jan 24, 2019
Huaxiu Yao, Yiding Liu, Ying Wei, Xianfeng Tang, Zhenhui Li

* Accepted by WWW 2019 

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Revisiting Spatial-Temporal Similarity: A Deep Learning Framework for Traffic Prediction

Nov 03, 2018
Huaxiu Yao, Xianfeng Tang, Hua Wei, Guanjie Zheng, Zhenhui Li

* Accepted by AAAI 2019 

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Deep Multi-View Spatial-Temporal Network for Taxi Demand Prediction

Feb 27, 2018
Huaxiu Yao, Fei Wu, Jintao Ke, Xianfeng Tang, Yitian Jia, Siyu Lu, Pinghua Gong, Jieping Ye, Zhenhui Li

* AAAI 2018 paper 

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