3 papers
cs.GT2026
Learnable Mixed Nash Equilibria are Collectively Rational
Geelon So, Yi-An Ma
We extend the study of learning in games to dynamics that exhibit non-asymptotic stability. We do so through the notion of uniform stability, which is concerned with equilibria of…
cs.GT2025
Learning to Steer Learners in Games
Yizhou Zhang, Yi-An Ma, Eric Mazumdar
We consider the problem of learning to exploit learning algorithms through repeated interactions in games. Specifically, we focus on the case of repeated two player, finite-action…
quant-ph2024
Classical Verification of Quantum Learning Advantages with Noises
Yinghao Ma, Jiaxi Su, Dong-Ling Deng
Classical verification of quantum learning allows classical clients to reliably leverage quantum computing advantages by interacting with untrusted quantum servers. Yet, current qu…