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Fast and Provable Tensor Robust Principal Component Analysis via Scaled Gradient Descent



Harry Dong , Tian Tong , Cong Ma , Yuejie Chi


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Pessimism for Offline Linear Contextual Bandits using $\ell_p$ Confidence Sets



Gene Li , Cong Ma , Nathan Srebro


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Optimally tackling covariate shift in RKHS-based nonparametric regression



Cong Ma , Reese Pathak , Martin J. Wainwright


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Jump-Start Reinforcement Learning



Ikechukwu Uchendu , Ted Xiao , Yao Lu , Banghua Zhu , Mengyuan Yan , Joséphine Simon , Matthew Bennice , Chuyuan Fu , Cong Ma , Jiantao Jiao , Sergey Levine , Karol Hausman

* 20 pages, 10 figures 

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A new similarity measure for covariate shift with applications to nonparametric regression



Reese Pathak , Cong Ma , Martin J. Wainwright

* 22 pages, 2 figures, 1 table 

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BBA-net: A bi-branch attention network for crowd counting



Yi Hou , Chengyang Li , Fan Yang , Cong Ma , Liping Zhu , Yuan Li , Huizhu Jia , Xiaodong Xie

* ICASSP 2020 - 2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) 

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TANet++: Triple Attention Network with Filtered Pointcloud on 3D Detection



Cong Ma

* 3pages, 2 figures 

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Scaling and Scalability: Provable Nonconvex Low-Rank Tensor Estimation from Incomplete Measurements



Tian Tong , Cong Ma , Ashley Prater-Bennette , Erin Tripp , Yuejie Chi


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Bridging Offline Reinforcement Learning and Imitation Learning: A Tale of Pessimism



Paria Rashidinejad , Banghua Zhu , Cong Ma , Jiantao Jiao , Stuart Russell

* 84 pages, 6 figures 

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