59 citations · 191 across the 36 of their papers we have counts for
4 papers · 1 filter
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…
Safe Reinforcement Learning via Probabilistic Shields
Nils Jansen, Bettina Könighofer, Sebastian Junges +2
This paper targets the efficient construction of a safety shield for decision making in scenarios that incorporate uncertainty. Markov decision processes (MDPs) are prominent model…
One Net Fits All: A unifying semantics of Dynamic Fault Trees using GSPNs
Sebastian Junges, Joost-Pieter Katoen, Marielle Stoelinga +1
Dynamic Fault Trees (DFTs) are a prominent model in reliability engineering. They are strictly more expressive than static fault trees, but this comes at a price: their interpretat…
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…