Search Results for author: Zakariya Laouar

Found 3 papers, 0 papers with code

Leveraging Counterfactual Paths for Contrastive Explanations of POMDP Policies

no code implementations28 Mar 2024 Benjamin Kraske, Zakariya Laouar, Zachary Sunberg

As humans come to rely on autonomous systems more, ensuring the transparency of such systems is important to their continued adoption.

counterfactual Explainable artificial intelligence +1

Feasibility-Guided Safety-Aware Model Predictive Control for Jump Markov Linear Systems

no code implementations21 Oct 2023 Zakariya Laouar, Rayan Mazouz, Tyler Becker, Qi Heng Ho, Zachary N. Sunberg

In this paper, we present a framework that synthesizes maximally safe control policies for Jump Markov Linear Systems subject to stochastic mode switches.

Model Predictive Control

Recursively-Constrained Partially Observable Markov Decision Processes

no code implementations15 Oct 2023 Qi Heng Ho, Tyler Becker, Benjamin Kraske, Zakariya Laouar, Martin S. Feather, Federico Rossi, Morteza Lahijanian, Zachary N. Sunberg

Evaluations on a set of benchmark problems demonstrate the efficacy of our algorithm and show that policies for RC-POMDPs produce more desirable behaviors than policies for C-POMDPs.

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