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Aditya Modi
Aditya Modi
Microsoft
Verified email at umich.edu - Homepage
Title
Cited by
Cited by
Year
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
1042020
Model-free representation learning and exploration in low-rank mdps
A Modi, J Chen, A Krishnamurthy, N Jiang, A Agarwal
arXiv preprint arXiv:2102.07035, 2021
522021
Markov decision processes with continuous side information
A Modi, N Jiang, S Singh, A Tewari
Algorithmic Learning Theory, 597-618, 2018
452018
No-regret Exploration in Contextual Reinforcement Learning
A Modi, A Tewari
Conference on Uncertainty in Artificial Intelligence (UAI) 124 (PMLR), 2020
25*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
132020
On the Statistical Efficiency of Reward-free Exploration in Non-Linear RL
J Chen, A Modi, A Krishnamurthy, N Jiang, A Agarwal
https://arxiv.org/abs/2206.10770, 2022
62022
Joint learning of linear time-invariant dynamical systems
A Modi, MKS Faradonbeh, A Tewari, G Michailidis
arXiv preprint arXiv:2112.10955, 2021
62021
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
42022
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
12020
Provably Efficient Reinforcement Learning Under Linear Model Structures: From Tabular to Feature Based Exploration
A Modi
University of Michigan Ann Arbor, 2021
2021
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Articles 1–10