9 citations · 31 across the 12 of their papers we have counts for
4 papers · 1 filter
Sample-Based Bounds for Coherent Risk Measures: Applications to Policy Synthesis and Verification
Prithvi Akella, Anushri Dixit, Mohamadreza Ahmadi +2
The dramatic increase of autonomous systems subject to variable environments has given rise to the pressing need to consider risk in both the synthesis and verification of policies…
Risk-Averse Decision Making Under Uncertainty
Mohamadreza Ahmadi, Ugo Rosolia, Michel D. Ingham +2
A large class of decision making under uncertainty problems can be described via Markov decision processes (MDPs) or partially observable MDPs (POMDPs), with application to artific…
Constrained Risk-Averse Markov Decision Processes
Mohamadreza Ahmadi, Ugo Rosolia, Michel D. Ingham +2
We consider the problem of designing policies for Markov decision processes (MDPs) with dynamic coherent risk objectives and constraints. We begin by formulating the problem in a L…
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…