Follow
Jeongyeol Kwon
Title
Cited by
Cited by
Year
RL for Latent MDPs: Regret Guarantees and a Lower Bound
J Kwon, Y Efroni, C Caramanis, S Mannor
Advances in Neural Information Processing Systems 34, 2021
712021
Global Convergence of the EM Algorithm for Mixtures of Two Component Linear Regression
J Kwon, W Qian, C Caramanis, Y Chen, D Davis
Conference on Learning Theory, 2055-2110, 2019
692019
On the Minimax Optimality of the EM Algorithm for Learning Two-Component Mixed Linear Regression
J Kwon, N Ho, C Caramanis
International Conference on Artificial Intelligence and Statistics, 1405-1413, 2021
412021
EM Converges for a Mixture of Many Linear Regressions
J Kwon, C Caramanis
International Conference on Artificial Intelligence and Statistics, 1727-1736, 2020
412020
A Fully First-Order Method for Stochastic Bilevel Optimization
J Kwon, D Kwon, S Wright, RD Nowak
International Conference on Machine Learning, 18083-18113, 2023
332023
The EM Algorithm gives Sample-Optimality for Learning Mixtures of Well-Separated Gaussians
J Kwon, C Caramanis
Conference on Learning Theory, 2425-2487, 2020
31*2020
On the Computational and Statistical Complexity of Over-Parameterized Matrix Sensing
J Zhuo, J Kwon, N Ho, C Caramanis
arXiv preprint arXiv:2102.02756, 2021
292021
Reinforcement Learning in Reward-Mixing MDPs
J Kwon, Y Efroni, C Caramanis, S Mannor
Advances in Neural Information Processing Systems 34, 2253-2264, 2021
182021
Feed two birds with one scone: Exploiting wild data for both out-of-distribution generalization and detection
H Bai, G Canal, X Du, J Kwon, RD Nowak, Y Li
International Conference on Machine Learning, 1454-1471, 2023
162023
On Penalty Methods for Nonconvex Bilevel Optimization and First-Order Stochastic Approximation
J Kwon, D Kwon, S Wright, R Nowak
arXiv preprint arXiv:2309.01753, 2023
102023
Coordinated Attacks against Contextual Bandits: Fundamental Limits and Defense Mechanisms
J Kwon, Y Efroni, C Caramanis, S Mannor
International Conference on Machine Learning, 11772-11789, 2022
82022
Reward-Mixing MDPs with Few Latent Contexts are Learnable
J Kwon, Y Efroni, C Caramanis, S Mannor
International Conference on Machine Learning, 18057-18082, 2023
42023
Tractable Optimality in Episodic Latent MABs
J Kwon, Y Efroni, C Caramanis, S Mannor
Advances in Neural Information Processing Systems 35, 23634-23645, 2022
32022
Prospective Side Information for Latent MDPs
J Kwon, Y Efroni, S Mannor, C Caramanis
arXiv preprint arXiv:2310.07596, 2023
22023
On the Complexity of First-Order Methods in Stochastic Bilevel Optimization
J Kwon, D Kwon, H Lyu
arXiv preprint arXiv:2402.07101, 2024
12024
Statistical learning with latent variables: mixture models and reinforcement learning
J Kwon
12022
Modeling and simulation of nonlinear transient responses of high-voltage wordline generators in NAND flash memories
J Lee, JY Kwon, J Kim
2015 International SoC Design Conference (ISOCC), 323-324, 2015
12015
RL in Latent MDPs is Tractable: Online Guarantees via Off-Policy Evaluation
J Kwon, S Mannor, C Caramanis, Y Efroni
arXiv preprint arXiv:2406.01389, 2024
2024
Future Prediction Can be a Strong Evidence of Good History Representation in Partially Observable Environments
J Kwon, L Yang, R Nowak, J Hanna
arXiv preprint arXiv:2402.07102, 2024
2024
The system can't perform the operation now. Try again later.
Articles 1–19