5 citations · 5 across the 7 of their papers we have counts for
3 papers · 1 filter
Omniscient Attacker in Stochastic Security Games with Interdependent Nodes
Yuksel Arslantas, Ahmed Said Donmez, Ege Yuceel +1
The adoption of reinforcement learning for critical infrastructure defense introduces a vulnerability where sophisticated attackers can strategically exploit the defense algorithm'…
Strategizing against Q-learners: A Control-theoretical Approach
Yuksel Arslantas, Ege Yuceel, Muhammed O. Sayin
In this paper, we explore the susceptibility of the independent Q-learning algorithms (a classical and widely used multi-agent reinforcement learning method) to strategic manipulat…
Convergence of Heterogeneous Learning Dynamics in Zero-sum Stochastic Games
Yuksel Arslantas, Ege Yuceel, Yigit Yalin +1
This paper presents new families of algorithms for the repeated play of two-agent (near) zero-sum games and two-agent zero-sum stochastic games. For example, the family includes fi…