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Instrumental Variable Value Iteration for Causal Offline Reinforcement Learning


Feb 19, 2021
Luofeng Liao, Zuyue Fu, Zhuoran Yang, Mladen Kolar, Zhaoran Wang

* under review 

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Personalized Federated Learning: A Unified Framework and Universal Optimization Techniques


Feb 19, 2021
Filip Hanzely, Boxin Zhao, Mladen Kolar

* 41 pages, 4 figures 

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An Adaptive Stochastic Sequential Quadratic Programming with Differentiable Exact Augmented Lagrangians


Feb 10, 2021
Sen Na, Mihai Anitescu, Mladen Kolar

* 59 pages, 12 figures 

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Provably Training Neural Network Classifiers under Fairness Constraints


Dec 30, 2020
You-Lin Chen, Zhaoran Wang, Mladen Kolar


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A Nonconvex Framework for Structured Dynamic Covariance Recovery


Nov 11, 2020
Katherine Tsai, Mladen Kolar, Oluwasanmi Koyejo


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Statistical Inference for Networks of High-Dimensional Point Processes


Jul 15, 2020
Xu Wang, Mladen Kolar, Ali Shojaie


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Provably Efficient Neural Estimation of Structural Equation Model: An Adversarial Approach


Jul 02, 2020
Luofeng Liao, You-Lin Chen, Zhuoran Yang, Bo Dai, Zhaoran Wang, Mladen Kolar

* Submitted to NeurIPS 2020. Under review 

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FuDGE: Functional Differential Graph Estimation with fully and discretely observed curves


Mar 11, 2020
Boxin Zhao, Y. Samuel Wang, Mladen Kolar

* 79 pages, 4 figures, submitted to JMLR. arXiv admin note: text overlap with arXiv:1910.09701 

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Semiparametric Nonlinear Bipartite Graph Representation Learning with Provable Guarantees


Mar 02, 2020
Sen Na, Yuwei Luo, Zhuoran Yang, Zhaoran Wang, Mladen Kolar


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Posterior Ratio Estimation for Latent Variables


Feb 15, 2020
Yulong Zhang, Mingxuan Yi, Song Liu, Mladen Kolar


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Natural Actor-Critic Converges Globally for Hierarchical Linear Quadratic Regulator


Dec 14, 2019
Yuwei Luo, Zhuoran Yang, Zhaoran Wang, Mladen Kolar


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Direct Estimation of Differential Functional Graphical Models


Nov 16, 2019
Boxin Zhao, Y. Samuel Wang, Mladen Kolar

* 21 pages, 3 figures, to be published in NeurIPS 2019; added link to code 

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Convergent Policy Optimization for Safe Reinforcement Learning


Oct 26, 2019
Ming Yu, Zhuoran Yang, Mladen Kolar, Zhaoran Wang


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Tensor Canonical Correlation Analysis


Jul 03, 2019
You-Lin Chen, Mladen Kolar, Ruey S. Tsay

* Fixed minor typos 

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Partially Linear Additive Gaussian Graphical Models


Jun 08, 2019
Sinong Geng, Minhao Yan, Mladen Kolar, Oluwasanmi Koyejo


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High-dimensional Index Volatility Models via Stein's Identity


Nov 27, 2018
Sen Na, Mladen Kolar

* 40 pages 

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Provable Gaussian Embedding with One Observation


Oct 25, 2018
Ming Yu, Zhuoran Yang, Tuo Zhao, Mladen Kolar, Zhaoran Wang


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High-dimensional Varying Index Coefficient Models via Stein's Identity


Oct 21, 2018
Sen Na, Zhuoran Yang, Zhaoran Wang, Mladen Kolar

* 33 pages 

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Joint Nonparametric Precision Matrix Estimation with Confounding


Oct 16, 2018
Sinong Geng, Mladen Kolar, Oluwasanmi Koyejo


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Learning Influence-Receptivity Network Structure with Guarantee


Jun 14, 2018
Ming Yu, Varun Gupta, Mladen Kolar


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Recovery of simultaneous low rank and two-way sparse coefficient matrices, a nonconvex approach


Feb 20, 2018
Ming Yu, Zhaoran Wang, Varun Gupta, Mladen Kolar


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Post-Regularization Inference for Time-Varying Nonparanormal Graphical Models


Feb 12, 2018
Junwei Lu, Mladen Kolar, Han Liu


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Kernel Meets Sieve: Post-Regularization Confidence Bands for Sparse Additive Model


Feb 12, 2018
Junwei Lu, Mladen Kolar, Han Liu


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Distributed Stochastic Multi-Task Learning with Graph Regularization


Feb 11, 2018
Weiran Wang, Jialei Wang, Mladen Kolar, Nathan Srebro


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Scalable Peaceman-Rachford Splitting Method with Proximal Terms


Feb 10, 2018
Sen Na, Mingyuan Ma, Mladen Kolar


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An Influence-Receptivity Model for Topic based Information Cascades


Sep 06, 2017
Ming Yu, Varun Gupta, Mladen Kolar


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ROCKET: Robust Confidence Intervals via Kendall's Tau for Transelliptical Graphical Models


Sep 01, 2017
Rina Foygel Barber, Mladen Kolar


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Uniform Inference for High-dimensional Quantile Regression: Linear Functionals and Regression Rank Scores


Feb 20, 2017
Jelena Bradic, Mladen Kolar


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