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20162026
most citedEntropy Maximization for Markov Decision Processes Under Temporal Logic Constraints

28 citations · 56 across the 22 of their papers we have counts for

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cs.AI2018★ 9 cited

The Partially Observable Games We Play for Cyber Deception

Mohamadreza Ahmadi, Murat Cubuktepe, Nils Jansen +3

Progressively intricate cyber infiltration mechanisms have made conventional means of defense, such as firewalls and malware detectors, incompetent. These sophisticated infiltratio…

eess.SY2018

Verification of Uncertain POMDPs Using Barrier Certificates

Mohamadreza Ahmadi, Murat Cubuktepe, Nils Jansen +1

We consider a class of partially observable Markov decision processes (POMDPs) with uncertain transition and/or observation probabilities. The uncertainty takes the form of probabi…

math.OC2018★ 28 cited

Entropy Maximization for Markov Decision Processes Under Temporal Logic Constraints

Yagiz Savas, Melkior Ornik, Murat Cubuktepe +2

We study the problem of synthesizing a policy that maximizes the entropy of a Markov decision process (MDP) subject to a temporal logic constraint. Such a policy minimizes the pred…

cs.AI2018

Synthesis in pMDPs: A Tale of 1001 Parameters

Murat Cubuktepe, Nils Jansen, Sebastian Junges +2

This paper considers parametric Markov decision processes (pMDPs) whose transitions are equipped with affine functions over a finite set of parameters. The synthesis problem is to…

math.OC2018

Compositional Analysis of Hybrid Systems Defined Over Finite Alphabets

Murat Cubuktepe, Mohamadreza Ahmadi, Ufuk Topcu +1

We consider the stability and the input-output analysis problems of a class of large-scale hybrid systems composed of continuous dynamics coupled with discrete dynamics defined ove…

cs.AI2018

Verification of Markov Decision Processes with Risk-Sensitive Measures

Murat Cubuktepe, Ufuk Topcu

We develop a method for computing policies in Markov decision processes with risk-sensitive measures subject to temporal logic constraints. Specifically, we use a particular risk-s…

math.OC2018★ 1 cited

Distributed Synthesis Using Accelerated ADMM

Mohamadreza Ahmadi, Murat Cubuktepe, Ufuk Topcu +1

We propose a convex distributed optimization algorithm for synthesizing robust controllers for large-scale continuous time systems subject to exogenous disturbances. Given a large…