65 citations · 153 across the 12 of their papers we have counts for
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cs.LG2022
Dynamically meeting performance objectives for multiple services on a service mesh
Forough Shahab Samani, Rolf Stadler
We present a framework that lets a service provider achieve end-to-end management objectives under varying load. Dynamic control actions are performed by a reinforcement learning (…
cs.LG2022★ 5 cited
Learning Security Strategies through Game Play and Optimal Stopping
Kim Hammar, Rolf Stadler
We study automated intrusion prevention using reinforcement learning. Following a novel approach, we formulate the interaction between an attacker and a defender as an optimal stop…
cs.CR2022★ 2 cited
A System for Interactive Examination of Learned Security Policies
Kim Hammar, Rolf Stadler
We present a system for interactive examination of learned security policies. It allows a user to traverse episodes of Markov decision processes in a controlled manner and to track…