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Aditya Modi
Aditya Modi
Microsoft
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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
1642020
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
992024
Markov decision processes with continuous side information
A Modi, N Jiang, S Singh, A Tewari
Algorithmic learning theory, 597-618, 2018
732018
No-regret Exploration in Contextual Reinforcement Learning
A Modi, A Tewari
Conference on Uncertainty in Artificial Intelligence (UAI) 124 (PMLR), 2020
36*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
342022
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
332020
Joint learning of linear time-invariant dynamical systems
A Modi, MKS Faradonbeh, A Tewari, G Michailidis
Automatica 164, 111635, 2024
202024
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
62022
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
22020
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
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Artikler 1–14