Alexander Rakhlin
Massachusetts Institute of Technology
H-index: 52
North America-United States
Top articles of Alexander Rakhlin
Title | Journal | Author(s) | Publication Date |
---|---|---|---|
Efficient model-free exploration in low-rank mdps | Advances in Neural Information Processing Systems | Zak Mhammedi Adam Block Dylan J Foster Alexander Rakhlin | 2024/2/13 |
Online Estimation via Offline Estimation: An Information-Theoretic Framework | arXiv preprint arXiv:2404.10122 | Dylan J Foster Yanjun Han Jian Qian Alexander Rakhlin | 2024/4/15 |
Convex and non-convex optimization under generalized smoothness | Advances in Neural Information Processing Systems | Haochuan Li Jian Qian Yi Tian Alexander Rakhlin Ali Jadbabaie | 2024/2/13 |
Offline Reinforcement Learning: Role of State Aggregation and Trajectory Data | arXiv preprint arXiv:2403.17091 | Zeyu Jia Alexander Rakhlin Ayush Sekhari Chen-Yu Wei | 2024/3/25 |
On the Variance, Admissibility, and Stability of Empirical Risk Minimization | Advances in Neural Information Processing Systems | Gil Kur Eli Putterman Alexander Rakhlin | 2024/2/13 |
On the Performance of Empirical Risk Minimization with Smoothed Data | arXiv preprint arXiv:2402.14987 | Adam Block Alexander Rakhlin Abhishek Shetty | 2024/2/22 |
Convergence of Adam under relaxed assumptions | Advances in Neural Information Processing Systems | Haochuan Li Alexander Rakhlin Ali Jadbabaie | 2024/2/13 |
Model-free reinforcement learning with the decision-estimation coefficient | Advances in Neural Information Processing Systems | Dylan J Foster Noah Golowich Jian Qian Alexander Rakhlin Ayush Sekhari | 2024/2/13 |
When is Agnostic Reinforcement Learning Statistically Tractable? | Advances in Neural Information Processing Systems | Zeyu Jia Gene Li Alexander Rakhlin Ayush Sekhari Nati Srebro | 2024/2/13 |
On the complexity of multi-agent decision making: From learning in games to partial monitoring | Dean Foster Dylan J Foster Noah Golowich Alexander Rakhlin | 2023/7/12 | |
Oracle-efficient smoothed online learning for piecewise continuous decision making | Adam Block Max Simchowitz Alexander Rakhlin | 2023/7/12 | |
Representation learning with multi-step inverse kinematics: An efficient and optimal approach to rich-observation rl | Zakaria Mhammedi Dylan J Foster Alexander Rakhlin | 2023/7/3 | |
Tight Bounds for -Regret via the Decision-Estimation Coefficient | arXiv preprint arXiv:2303.03327 | Margalit Glasgow Alexander Rakhlin | 2023/3/6 |
Foundations of reinforcement learning and interactive decision making | arXiv preprint arXiv:2312.16730 | Dylan J Foster Alexander Rakhlin | 2023/12/27 |
Smoothed online learning is as easy as statistical learning | Adam Block Yuval Dagan Noah Golowich Alexander Rakhlin | 2022/6/28 | |
Rate of convergence of the smoothed empirical Wasserstein distance | arXiv preprint arXiv:2205.02128 | Adam Block Zeyu Jia Yury Polyanskiy Alexander Rakhlin | 2022/5/4 |
On the complexity of adversarial decision making | Advances in Neural Information Processing Systems | Dylan J Foster Alexander Rakhlin Ayush Sekhari Karthik Sridharan | 2022/12/6 |
Damped online Newton step for portfolio selection | Zakaria Mhammedi Alexander Rakhlin | 2022/6/28 | |
Top-k extreme contextual bandits with arm hierarchy | Rajat Sen Alexander Rakhlin Lexing Ying Rahul Kidambi Dean Foster | 2021/7/1 | |
Finite time LTI system identification | Journal of Machine Learning Research | Tuhin Sarkar Alexander Rakhlin Munther A Dahleh | 2021 |