activity
20212023
most citedDensePure: Understanding Diffusion Models towards Adversarial Robustness

18 citations · 20 across the 6 of their papers we have counts for

collaborators

6 papers

cs.AI2023★ 2 cited

PlayBest: Professional Basketball Player Behavior Synthesis via Planning with Diffusion

Xiusi Chen, Wei-Yao Wang, Ziniu Hu +5

Dynamically planning in complex systems has been explored to improve decision-making in various domains. Professional basketball serves as a compelling example of a dynamic spatio-…

cs.LG2023

Performative Federated Learning: A Solution to Model-Dependent and Heterogeneous Distribution Shifts

Kun Jin, Tongxin Yin, Zhongzhu Chen +4

We consider a federated learning (FL) system consisting of multiple clients and a server, where the clients aim to collaboratively learn a common decision model from their distribu…

cs.LG2022★ 18 cited

DensePure: Understanding Diffusion Models towards Adversarial Robustness

Chaowei Xiao, Zhongzhu Chen, Kun Jin +6

Diffusion models have been recently employed to improve certified robustness through the process of denoising. However, the theoretical understanding of why diffusion models are ab…

cs.GT2021

Structural Stability of a Family of Group Formation Games

Chenlan Wang, Mehrdad Moharrami, Kun Jin +3

We introduce and study a group formation game in which individuals/agents, driven by self-interest, team up in disjoint groups so as to be in groups of high collective strength. Th…

cs.GT2021

Multi-planner intervention in network games with community structures

Kun Jin, Mingyan Liu

Network games study the strategic interaction of agents connected through a network. Interventions in such a game -- actions a coordinator or planner may take that change the utili…

cs.CE2021

Multi-Scale Games: Representing and Solving Games on Networks with Group Structure

Kun Jin, Yevgeniy Vorobeychik, Mingyan Liu

Network games provide a natural machinery to compactly represent strategic interactions among agents whose payoffs exhibit sparsity in their dependence on the actions of others. Be…