3 papers
cs.DS2025
Fast online node labeling with graph subsampling
Yushen Huang, Ertai Luo, Reza Babenezhad +1
Large data applications rely on storing data in massive, sparse graphs with millions to trillions of nodes. Graph-based methods, such as node prediction, aim for computational effi…
math.OC2025
Proximal Flow Inspired Multi-Step Methods
Yushen Huang, Yifan Sun
We investigate a family of approximate multi-step proximal point methods, framed as implicit linear discretizations of gradient flow. The resulting methods are multi-step proximal…
eess.SY2024
Reachability Analysis for Linear Systems with Uncertain Parameters using Polynomial Zonotopes
Yushen Huang, Ertai Luo, Stanley Bak +1
In real world applications, uncertain parameters are the rule rather than the exception. We present a reachability algorithm for linear systems with uncertain parameters and inputs…