3 papers
cs.GT2025
Unsynchronized Decentralized Q-Learning: Two Timescale Analysis By Persistence
Bora Yongacoglu, Gürdal Arslan, Serdar Yüksel
Non-stationarity is a fundamental challenge in multi-agent reinforcement learning (MARL), where agents update their behaviour as they learn. Many theoretical advances in MARL avoid…
cs.GT2025
Mean-Field Games With Finitely Many Players: Independent Learning and Subjectivity
Bora Yongacoglu, Gürdal Arslan, Serdar Yüksel
Independent learners are agents that employ single-agent algorithms in multi-agent systems, intentionally ignoring the effect of other strategic agents. This paper studies mean-fie…
cs.GT2024
Paths to Equilibrium in Games
Bora Yongacoglu, Gürdal Arslan, Lacra Pavel +1
In multi-agent reinforcement learning (MARL) and game theory, agents repeatedly interact and revise their strategies as new data arrives, producing a sequence of strategy profiles.…