19 citations · 50 across the 5 of their papers we have counts for
5 papers
Accelerated Federated Learning with Decoupled Adaptive Optimization
Jiayin Jin, Jiaxiang Ren, Yang Zhou +3
The federated learning (FL) framework enables edge clients to collaboratively learn a shared inference model while keeping privacy of training data on clients. Recently, many heuri…
Input-agnostic Certified Group Fairness via Gaussian Parameter Smoothing
Jiayin Jin, Zeru Zhang, Yang Zhou +1
Only recently, researchers attempt to provide classification algorithms with provable group fairness guarantees. Most of these algorithms suffer from harassment caused by the requi…
Dynamics near the solitary waves of the supercritical gKDV Equations
Jiayin Jin, Zhiwu Lin, Chongchun Zeng
This work is devoted to study the dynamics of the supercritical gKDV equations near solitary waves in the energy space . We construct smooth local center-stable, center-unstab…
Invariant Manifolds of traveling waves of the 3D Gross-Pitaevskii equation in the energy space
Jiayin Jin, Zhiwu Lin, Chongchun Zeng
We study the local dynamics near general unstable traveling waves of the 3D Gross-Pitaevskii equation in the energy space by constructing smooth local invariant center-stable, cent…
Nonlinear Modulational Instability of Dispersive PDE Models
Jiayin Jin, Shasha Liao, Zhiwu Lin
We prove nonlinear modulational instability for both periodic and localized perturbations of periodic traveling waves for several dispersive PDEs, including the KDV type equations…