4 papers
Learning Multi-Timescale Interventions under Safety and Resource Constraints
David H. Mguni, David Mguni, Jing Dong +6
Many sequential decision problems offer qualitatively different ways of influencing the environment: some interventions act immediately, whereas others induce persistent effects th…
Pointwise Convergence in Games with Conflicting Interest
Nanxiang Zhou, Jing Dong, Baoxiang Wang
In this work, we introduce the concept of non-negative weighted regret, an extension of non-negative regret \cite{anagnostides2022last} in games. Investigating games with non-negat…
On the Decomposition of Differential Game
Nanxiang Zhou, Jing Dong, Yutian Li +1
To understand the complexity of the dynamic of learning in differential games, we decompose the game into components where the dynamic is well understood. One of the possible tools…
Last-iterate Convergence in Regularized Graphon Mean Field Game
Jing Dong, Baoxiang Wang, Yaoliang Yu
To model complex real-world systems, such as traders in stock markets, or the dissemination of contagious diseases, graphon mean-field games (GMFG) have been proposed to model many…