no code implementations • 3 Mar 2023 • Zhuoqing Song, Jason D. Lee, Zhuoran Yang
Second, when both players adopt the algorithm, their joint policy converges to a Nash equilibrium of the game.
1 code implementation • 14 Oct 2022 • Zhuoqing Song, Weijian Li, Kexin Jin, Lei Shi, Ming Yan, Wotao Yin, Kun Yuan
In the proposed family, EquiStatic has a degree of $\Theta(\ln(n))$, where $n$ is the network size, and a series of time-dependent one-peer topologies, EquiDyn, has a constant degree of 1.
no code implementations • 26 Jul 2021 • Zhuoqing Song, Lei Shi, Shi Pu, Ming Yan
We consider the decentralized optimization problem, where a network of $n$ agents aims to collaboratively minimize the average of their individual smooth and convex objective functions through peer-to-peer communication in a directed graph.
no code implementations • 14 Jun 2021 • Zhuoqing Song, Lei Shi, Shi Pu, Ming Yan
The second algorithm is a broadcast-like version of CPP (B-CPP), and it also achieves linear convergence rate under the same conditions on the objective functions.
