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Multi-Agent Coverage in Urban Environments

Aug 17, 2020
Shivang Patel, Senthil Hariharan, Pranav Dhulipala, Ming C Lin, Dinesh Manocha, Huan Xu, Michael Otte


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Effective Training Strategies for Deep Graph Neural Networks

Jun 12, 2020
Kuangqi Zhou, Yanfei Dong, Wee Sun Lee, Bryan Hooi, Huan Xu, Jiashi Feng

* Code is available at  

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Maximizing Cumulative User Engagement in Sequential Recommendation: An Online Optimization Perspective

Jun 02, 2020
Yifei Zhao, Yu-Hang Zhou, Mingdong Ou, Huan Xu, Nan Li


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Time Series Data Augmentation for Deep Learning: A Survey

Feb 27, 2020
Qingsong Wen, Liang Sun, Xiaomin Song, Jingkun Gao, Xue Wang, Huan Xu

* 7 pages, 2 figures, 3 tables, 42 referred papers 

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RobustTAD: Robust Time Series Anomaly Detection via Decomposition and Convolutional Neural Networks

Feb 21, 2020
Jingkun Gao, Xiaomin Song, Qingsong Wen, Pichao Wang, Liang Sun, Huan Xu

* 9 pages, 5 figures, and 2 tables 

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RobustPeriod: Time-Frequency Mining for Robust Multiple Periodicities Detection

Feb 21, 2020
Qingsong Wen, Kai He, Liang Sun, Yingying Zhang, Min Ke, Huan Xu

* 9 pages, 7 figures, and 4 tables 

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Competing Against Equilibria in Zero-Sum Games with Evolving Payoffs

Jul 17, 2019
Adrian Rivera Cardoso, Jacob Abernethy, He Wang, Huan Xu


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Inductive Bias of Gradient Descent based Adversarial Training on Separable Data

Jun 10, 2019
Yan Li, Ethan X. Fang, Huan Xu, Tuo Zhao


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Bayesian Active Learning With Abstention Feedbacks

Jun 04, 2019
Cuong V. Nguyen, Lam Si Tung Ho, Huan Xu, Vu Dinh, Binh Nguyen

* Presented at 2019 ICML Workshop on Human in the Loop Learning (HILL 2019), Long Beach, USA. arXiv admin note: substantial text overlap with arXiv:1705.08481 

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Large Scale Markov Decision Processes with Changing Rewards

May 25, 2019
Adrian Rivera Cardoso, He Wang, Huan Xu


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LSwarm: Efficient Collision Avoidance for Large Swarms with Coverage Constraints in Complex Urban Scenes

Mar 06, 2019
Senthil Hariharan Arul, Adarsh Jagan Sathyamoorthy, Shivang Patel, Michael Otte, Huan Xu, Ming C Lin, Dinesh Manocha

* 11 pages 

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A Unified Framework for Marketing Budget Allocation

Feb 04, 2019
Kui Zhao, Junhao Hua, Ling Yan, Qi Zhang, Huan Xu, Cheng Yang

* 11 pages, 8 figures 

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Value Propagation for Decentralized Networked Deep Multi-agent Reinforcement Learning

Jan 27, 2019
Chao Qu, Shie Mannor, Huan Xu, Yuan Qi, Le Song, Junwu Xiong


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RobustSTL: A Robust Seasonal-Trend Decomposition Algorithm for Long Time Series

Dec 05, 2018
Qingsong Wen, Jingkun Gao, Xiaomin Song, Liang Sun, Huan Xu, Shenghuo Zhu

* Accepted to the thirty-third AAAI Conference on Artificial Intelligence (AAAI 2019), 9 pages, 5 figures 

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Risk-Averse Stochastic Convex Bandit

Oct 01, 2018
Adrian Rivera Cardoso, Huan Xu


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Accelerated Randomized Mirror Descent Algorithms For Composite Non-strongly Convex Optimization

Jul 17, 2018
Le Thi Khanh Hien, Cuong V. Nguyen, Huan Xu, Canyi Lu, Jiashi Feng


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Online Saddle Point Problem with Applications to Constrained Online Convex Optimization

Jun 21, 2018
Adrian Rivera, He Wang, Huan Xu


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Robust Hypothesis Testing Using Wasserstein Uncertainty Sets

May 27, 2018
Rui Gao, Liyan Xie, Yao Xie, Huan Xu


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Projection-Free Algorithms in Statistical Estimation

May 20, 2018
Yan Li, Chao Qu, Huan Xu


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Communication-Efficient Projection-Free Algorithm for Distributed Optimization

May 20, 2018
Yan Li, Chao Qu, Huan Xu


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Nonlinear Distributional Gradient Temporal-Difference Learning

May 20, 2018
Chao Qu, Shie Mannor, Huan Xu


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A Multi-State Diagnosis and Prognosis Framework with Feature Learning for Tool Condition Monitoring

Apr 30, 2018
Chong Zhang, Geok Soon Hong, Jun-Hong Zhou, Kay Chen Tan, Haizhou Li, Huan Xu, Jihoon Hong, Hian-Leng Chan

* 14 pages, 12 figures, 10 tables, submitted to IEEE Transactions on Cybernetics 

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Learning Deep Mean Field Games for Modeling Large Population Behavior

Apr 22, 2018
Jiachen Yang, Xiaojing Ye, Rakshit Trivedi, Huan Xu, Hongyuan Zha

* Accepted to International Conference on Learning Representations (2018) 

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Fast Global Convergence via Landscape of Empirical Loss

Feb 13, 2018
Chao Qu, Yan Li, Huan Xu


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Nearly second-order asymptotic optimality of sequential change-point detection with one-sample updates

Dec 04, 2017
Yang Cao, Liyan Xie, Yao Xie, Huan Xu


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Reinforcement Learning under Model Mismatch

Nov 09, 2017
Aurko Roy, Huan Xu, Sebastian Pokutta

* To appear in Proceedings of NIPS 2017 

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Ensemble Robustness and Generalization of Stochastic Deep Learning Algorithms

Nov 05, 2017
Tom Zahavy, Bingyi Kang, Alex Sivak, Jiashi Feng, Huan Xu, Shie Mannor

* 16 pages, 2 figures 

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Efficient Online Minimization for Low-Rank Subspace Clustering

Oct 23, 2017
Jie Shen, Ping Li, Huan Xu

* Short version accepted to ICML 2016 

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Bayesian Pool-based Active Learning With Abstention Feedbacks

Sep 27, 2017
Cuong V. Nguyen, Lam Si Tung Ho, Huan Xu, Vu Dinh, Binh Nguyen


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Linear Convergence of SVRG in Statistical Estimation

Jul 27, 2017
Chao Qu, Yan Li, Huan Xu


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