Sean R. Sinclair | DeepAI

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Featured Co-authors

Milind Tambe
58 publications
Tianyu Wang
54 publications
Ching-An Cheng
36 publications
Siddhartha Banerjee
29 publications
Christina Lee Yu
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Adith Swaminathan
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Lily Xu
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Felipe Frujeri
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Gauri Jain
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∙ 09/30/2022

Artificial Replay: A Meta-Algorithm for Harnessing Historical Data in Bandits

While standard bandit algorithms sometimes incur high regret, their perf...

18 Siddhartha Banerjee, et al. ∙

∙ 07/13/2022

Hindsight Learning for MDPs with Exogenous Inputs

We develop a reinforcement learning (RL) framework for applications that...

0 Sean R. Sinclair, et al. ∙

∙ 10/29/2021

Adaptive Discretization in Online Reinforcement Learning

Discretization based approaches to solving online reinforcement learning...

0 Sean R. Sinclair, et al. ∙

∙ 05/11/2021

Sequential Fair Allocation: Achieving the Optimal Envy-Efficiency Tradeoff Curve

We consider the problem of dividing limited resources to individuals arr...

0 Sean R. Sinclair, et al. ∙

∙ 11/29/2020

Sequential Fair Allocation of Limited Resources under Stochastic Demands

We consider the problem of dividing limited resources between a set of a...

0 Sean R. Sinclair, et al. ∙

∙ 07/01/2020

Adaptive Discretization for Model-Based Reinforcement Learning

We introduce the technique of adaptive discretization to design efficien...

16 Sean R. Sinclair, et al. ∙

∙ 10/17/2019

Adaptive Discretization for Episodic Reinforcement Learning in Metric Spaces

We present an efficient algorithm for model-free episodic reinforcement ...

0 Sean R. Sinclair, et al. ∙

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