Reazul Hasan Russel | DeepAI

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Marek Petrik
30 publications
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Bahram Behzadian
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∙ 08/05/2021

Lyapunov Robust Constrained-MDPs: Soft-Constrained Robustly Stable Policy Optimization under Model Uncertainty

Safety and robustness are two desired properties for any reinforcement l...

0 Reazul Hasan Russel, et al. ∙

∙ 10/10/2020

Robust Constrained-MDPs: Soft-Constrained Robust Policy Optimization under Model Uncertainty

In this paper, we focus on the problem of robustifying reinforcement lea...

0 Reazul Hasan Russel, et al. ∙

∙ 06/20/2020

Entropic Risk Constrained Soft-Robust Policy Optimization

Having a perfect model to compute the optimal policy is often infeasible...

0 Reazul Hasan Russel, et al. ∙

∙ 12/04/2019

A Probabilistic Approach to Satisfiability of Propositional Logic Formulae

We propose a version of WalkSAT algorithm, named as BetaWalkSAT. This me...

0 Reazul Hasan Russel, et al. ∙

∙ 12/04/2019

Optimizing Norm-Bounded Weighted Ambiguity Sets for Robust MDPs

Optimal policies in Markov decision processes (MDPs) are very sensitive ...

0 Reazul Hasan Russel, et al. ∙

∙ 10/23/2019

High-Confidence Policy Optimization: Reshaping Ambiguity Sets in Robust MDPs

Robust MDPs are a promising framework for computing robust policies in r...

0 Bahram Behzadian, et al. ∙

∙ 01/21/2019

A Short Survey on Probabilistic Reinforcement Learning

A reinforcement learning agent tries to maximize its cumulative payoff b...

0 Reazul Hasan Russel, et al. ∙

∙ 11/15/2018

Tight Bayesian Ambiguity Sets for Robust MDPs

Robustness is important for sequential decision making in a stochastic d...

0 Reazul Hasan Russel, et al. ∙

∙ 04/12/2017

Value Directed Exploration in Multi-Armed Bandits with Structured Priors

Multi-armed bandits are a quintessential machine learning problem requir...

0 Bence Cserna, et al. ∙

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