40 citations · 48 across the 8 of their papers we have counts for
Showing 2019Show all
2 papers · 1 filter
cs.GT2019★ 40 cited
Convergence of Learning Dynamics in Stackelberg Games
Tanner Fiez, Benjamin Chasnov, Lillian J. Ratliff
This paper investigates the convergence of learning dynamics in Stackelberg games. In the class of games we consider, there is a hierarchical game being played between a leader and…
math.OC2019★ 5 cited
Convergence Analysis of Gradient-Based Learning with Non-Uniform Learning Rates in Non-Cooperative Multi-Agent Settings
Benjamin Chasnov, Lillian J. Ratliff, Eric Mazumdar +1
Considering a class of gradient-based multi-agent learning algorithms in non-cooperative settings, we provide local convergence guarantees to a neighborhood of a stable local Nash…