Sample complexity of reinforcement learning using linearly combined model ensembles A Modi, N Jiang, A Tewari, S Singh International Conference on Artificial Intelligence and Statistics, 2010-2020, 2020 | 160 | 2020 |
Model-free representation learning and exploration in low-rank mdps A Modi, J Chen, A Krishnamurthy, N Jiang, A Agarwal Journal of Machine Learning Research 25 (6), 1-76, 2024 | 87 | 2024 |
Markov decision processes with continuous side information A Modi, N Jiang, S Singh, A Tewari Algorithmic Learning Theory, 597-618, 2018 | 68 | 2018 |
No-regret Exploration in Contextual Reinforcement Learning A Modi, A Tewari Conference on Uncertainty in Artificial Intelligence (UAI) 124 (PMLR), 2020 | 35* | 2020 |
Clinician-in-the-loop decision making: Reinforcement learning with near-optimal set-valued policies S Tang, A Modi, M Sjoding, J Wiens International Conference on Machine Learning, 9387-9396, 2020 | 30 | 2020 |
On the statistical efficiency of reward-free exploration in non-linear rl J Chen, A Modi, A Krishnamurthy, N Jiang, A Agarwal Advances in Neural Information Processing Systems 35, 20960-20973, 2022 | 28 | 2022 |
Joint learning of linear time-invariant dynamical systems A Modi, MKS Faradonbeh, A Tewari, G Michailidis Automatica 164, 111635, 2024 | 19 | 2024 |
Joint Learning-Based Stabilization of Multiple Unknown Linear Systems MKS Faradonbeh, A Modi 14th IFAC Workshop on Adaptive and Learning Control Systems, ALCOS 2022 55 …, 2022 | 6 | 2022 |
Metareasoning in Modular Software Systems: On-the-Fly Configuration using Reinforcement Learning with Rich Contextual Representations A Modi, D Dey, A Agarwal, A Swaminathan, B Nushi, S Andrist, E Horvitz Thirty-Fourth AAAI Conference on Artificial Intelligence 34, 5207-5215, 2020 | 1 | 2020 |
How to Solve Contextual Goal-Oriented Problems with Offline Datasets? Y Fan, J Li, A Swaminathan, A Modi, CA Cheng arXiv preprint arXiv:2408.07753, 2024 | | 2024 |
Towards Modular Machine Learning Pipelines A Modi, J Kaur, M Makar, P Mallapragada, A Sharma, E Kiciman, ... Localized Learning Workshop, International Conference on Machine Learning, 2023 | | 2023 |
Big Control Actions Help Multitask Learning of Unstable Linear Systems AM Modi, Z Xu, MKS Faradonbeh, A Tewari ICML Workshop on Complex Feedback in Online Learning, 2022 | | 2022 |
Provably Efficient Reinforcement Learning Under Linear Model Structures: From Tabular to Feature Based Exploration A Modi University of Michigan Ann Arbor, 2021 | | 2021 |
Simple Data Sharing for Multi-Tasked Goal-Oriented Problems Y Fan, J Li, A Swaminathan, A Modi, CA Cheng NeurIPS 2023 Workshop on Goal-Conditioned Reinforcement Learning, 0 | | |