Zhaoran Wang

Publications

Instrumental Variable Value Iteration for Causal Offline Reinforcement Learning
Luofeng Liao, Zuyue Fu, Zhuoran Yang, Mladen Kolar, Zhaoran Wang
Journal of Machine Learning Research, 25(303), 1–56
Preprint
Provably training overparameterized neural network classifiers with non-convex constraints
You-Lin Chen, Zhaoran Wang, Mladen Kolar
Electronic Journal of Statistics, 16(2)
arXiv DOI
Pessimism meets VCG: Learning Dynamic Mechanism Design via Offline Reinforcement Learning
Boxiang Lyu, Zhaoran Wang, Mladen Kolar, Zhuoran Yang
Proceedings of the 39th International Conference on Machine Learning (ICML) 2022
PDF Video Slides arXiv
Provably Efficient Neural Estimation of Structural Equation Model: An Adversarial Approach
Luofeng Liao, You-Lin Chen, Zhuoran Yang, Bo Dai, Zhaoran Wang, Mladen Kolar
Advances in Neural Information Processing Systems 33 (NeurIPS), 2020
Preprint PDF Video
Semiparametric Nonlinear Bipartite Graph Representation Learning with Provable Guarantees
Sen Na, Yuwei Luo, Zhuoran Yang, Zhaoran Wang, Mladen Kolar
Proceedings of the 37th International Conference on Machine Learning (ICML) 2020
Preprint PDF Video Poster
Natural Actor-Critic Converges Globally for Hierarchical Linear Quadratic Regulator
Yuwei Luo, Zhuoran Yang, Zhaoran Wang, Mladen Kolar
Technical report
Preprint
High-dimensional Varying Index Coefficient Models via Stein's Identity
Sen Na, Zhuoran Yang, Zhaoran Wang, Mladen Kolar
Journal of Machine Learning Research
PDF
Convergent Policy Optimization for Safe Reinforcement Learning
Ming Yu, Zhuoran Yang, Mladen Kolar, Zhaoran Wang
Advances in Neural Information Processing Systems, 32
PDF
Provable Gaussian Embedding with One Observation
Ming Yu, Zhuoran Yang, Tuo Zhao, Mladen Kolar, Zhaoran Wang
Advances in Neural Information Processing Systems, 31
PDF