6 citations · 8 across the 17 of their papers we have counts for
4 papers · 1 filter
Preference-Centric Route Recommendation: Equilibrium, Learning, and Provable Efficiency
Ya-Ting Yang, Yunian Pan, Quanyan Zhu
Traditional approaches to modeling and predicting traffic behavior often rely on Wardrop Equilibrium (WE), assuming non-atomic traffic demand and neglecting correlations in individ…
On the Variational Interpretation of Mirror Play in Monotone Games
Yunian Pan, Tao Li, Quanyan Zhu
Mirror play (MP) is a well-accepted primal-dual multi-agent learning algorithm where all agents simultaneously implement mirror descent in a distributed fashion. The advantage of M…
On Poisoned Wardrop Equilibrium in Congestion Games
Yunian Pan, Quanyan Zhu
Recent years have witnessed a growing number of attack vectors against increasingly interconnected traffic networks. Informational attacks have emerged as the prominent ones that a…
Efficient Episodic Learning of Nonstationary and Unknown Zero-Sum Games Using Expert Game Ensembles
Yunian Pan, Quanyan Zhu
Game theory provides essential analysis in many applications of strategic interactions. However, the question of how to construct a game model and what is its fidelity is seldom ad…