no code implementations • 11 Apr 2023 • Daniel Manu, Jingjing Yao, Wuji Liu, Xiang Sun
In molecular discovery, a generative adversarial network (GAN), which comprises a discriminator to distinguish generated molecules from existing molecules and a generator to generate new molecules, is one of the premier technologies due to its ability to learn from a large molecular data set efficiently and generate novel molecules that preserve similar properties.
no code implementations • 20 Feb 2023 • Xiang Sun, Jin Xu, Junjie Zhou
When the contest technology in each battle is of Tullock form, a surprising neutrality result holds within the class of semi-symmetric conflict network structures: both the aggregate actions and equilibrium payoffs under two regimes are the same.
no code implementations • 19 Oct 2022 • Liangkun Yu, Xiang Sun, Rana Albelaihi, Chen Yi
This traditional FL process may suffer from the straggler problem in heterogeneous client settings, where the FL server has to wait for slow clients to upload their local models in each global iteration, thus increasing the overall training time.
no code implementations • 16 Jun 2021 • wei he, Xiang Sun, Yeneng Sun, Yishu Zeng
This paper studies Bayesian games with general action spaces, correlated types and interdependent payoffs.
no code implementations • 3 Jan 2021 • Dinghua Shi, Zhifeng Chen, Xiang Sun, Qinghua Chen, Chuang Ma, Yang Lou, Guanrong Chen
Complex networks contain complete subgraphs such as nodes, edges, triangles, etc., referred to as simplices and cliques of different orders.
no code implementations • 30 Dec 2019 • Enxian Chen, Lei Qiao, Xiang Sun, Yeneng Sun
This paper proposes a new equilibrium concept "robust perfect equilibrium" for non-cooperative games with a continuum of players, incorporating three types of perturbations.