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Autonomous Social Distancing in Urban Environments using a Quadruped Robot

Aug 20, 2020
Tingxiang Fan, Zhiming Chen, Xuan Zhao, Jing Liang, Cong Shen, Dinesh Manocha, Jia Pan, Wei Zhang

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Learning for Dose Allocation in Adaptive Clinical Trials with Safety Constraints

Jun 15, 2020
Cong Shen, Zhiyang Wang, Sofia S. Villar, Mihaela van der Schaar

* Accepted to the 37th International Conference on Machine Learning (ICML 2020) 

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Robust Recursive Partitioning for Heterogeneous Treatment Effects with Uncertainty Quantification

Jun 14, 2020
Hyun-Suk Lee, Yao Zhang, William Zame, Cong Shen, Jang-Won Lee, Mihaela van der Schaar

* 17 pages, 5 figures 

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Stochastic Linear Contextual Bandits with Diverse Contexts

Mar 05, 2020
Weiqiang Wu, Jing Yang, Cong Shen

* Accepted to AISTATS 2020 

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Decentralized Multi-player Multi-armed Bandits with No Collision Information

Feb 29, 2020
Chengshuai Shi, Wei Xiong, Cong Shen, Jing Yang

* 17 pages, 11 figures. Accepted to AISTATS 2020 

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Contextual Constrained Learning for Dose-Finding Clinical Trials

Feb 24, 2020
Hyun-Suk Lee, Cong Shen, James Jordon, Mihaela van der Schaar

* 18 pages, 5 figures, in Proceedings of the 23rd International Conference on Artificial Intelligence and Statistics (AISTATS) 2020, Palermo, Italy 

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A Regression Approach to Certain Information Transmission Problems

Jun 10, 2019
Wenyi Zhang, Yizhu Wang, Cong Shen, Ning Liang

* To appear at IEEE JSAC. Code available at 

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Online Learning with Diverse User Preferences

Feb 04, 2019
Chao Gan, Jing Yang, Ruida Zhou, Cong Shen

* 10 pages, 3 figures 

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Towards Optimal Power Control via Ensembling Deep Neural Networks

Jul 26, 2018
Fei Liang, Cong Shen, Wei Yu, Feng Wu

* 30 pages, 27 figures 

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Cost-aware Cascading Bandits

May 22, 2018
Ruida Zhou, Chao Gan, Jing Yan, Cong Shen

* 11 pages, 2 figures, IJCAI 2018 

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Cost-Aware Learning and Optimization for Opportunistic Spectrum Access

Apr 11, 2018
Chao Gan, Ruida Zhou, Jing Yang, Cong Shen

* 12 pages, 6 figures 

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Regional Multi-Armed Bandits

Feb 22, 2018
Zhiyang Wang, Ruida Zhou, Cong Shen

* AISTATS 2018 

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An Iterative BP-CNN Architecture for Channel Decoding

Jul 18, 2017
Fei Liang, Cong Shen, Feng Wu

* 30 pages, 12 figures 

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