4 papers
Successor Features for Transfer in Alternating Markov Games
Sunny Amatya, Yi Ren, Zhe Xu +1
This paper explores successor features for knowledge transfer in zero-sum, complete-information, and turn-based games. Prior research in single-agent systems has shown that success…
Parametric Value Approximation for General-sum Differential Games with State Constraints
Lei Zhang, Mukesh Ghimire, Wenlong Zhang +2
General-sum differential games can approximate values solved by Hamilton-Jacobi-Isaacs (HJI) equations for efficient inference when information is incomplete. However, solving such…
Two-Player Zero-Sum Differential Games with One-Sided Information
Mukesh Ghimire, Zhe Xu, Yi Ren
Unlike Poker where the action space is discrete, differential games in the physical world often have continuous action spaces not amenable to discrete abstraction, re…
Solving Football by Exploiting Equilibrium Structure of 2p0s Differential Games with One-Sided Information
Mukesh Ghimire, Lei Zhang, Zhe Xu +1
For a two-player imperfect-information extensive-form game (IIEFG) with time steps and a player action space of size , the game tree complexity is , causing existing…