Search Results for author: Ningyuan Li

Found 3 papers, 1 papers with code

On Convergence Lemma and Convergence Stability for Piecewise Analytic Functions

no code implementations4 Apr 2022 Xiaotie Deng, Hanyu Li, Ningyuan Li

An extension of this proof presents a geometric characterization of the set of stationary points of $f$.

LEMMA

On the Complexity of Computing Markov Perfect Equilibrium in General-Sum Stochastic Games

no code implementations4 Sep 2021 Xiaotie Deng, Ningyuan Li, David Mguni, Jun Wang, Yaodong Yang

Similar to the role of Markov decision processes in reinforcement learning, Stochastic Games (SGs) lay the foundation for the study of multi-agent reinforcement learning (MARL) and sequential agent interactions.

Multi-agent Reinforcement Learning reinforcement-learning +1

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