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Aditya Modi
Aditya Modi
Microsoft
umich.edu의 이메일 확인됨 - 홈페이지
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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
722020
Markov decision processes with continuous side information
A Modi, N Jiang, S Singh, A Tewari
Algorithmic Learning Theory, 597-618, 2018
382018
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
292021
No-regret Exploration in Contextual Reinforcement Learning
A Modi, A Tewari
Conference on Uncertainty in Artificial Intelligence (UAI) 124 (PMLR), 2020
19*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
92020
Joint learning of linear time-invariant dynamical systems
A Modi, MKS Faradonbeh, A Tewari, G Michailidis
arXiv preprint arXiv:2112.10955, 2021
32021
Joint Learning-Based Stabilization of Multiple Unknown Linear Systems
MKS Faradonbeh, A Modi
IFAC-PapersOnLine 55 (12`), 723-728, 2022
12022
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
On the Statistical Efficiency of Reward-Free Exploration in Non-Linear RL
J Chen, A Modi, A Krishnamurthy, N Jiang, A Agarwal
arXiv preprint arXiv:2206.10770, 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
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