2 papers
cs.LG2026
Net-Ev: A Generative Simulator for Network Event Evolution
Guangyu Wang, Zhaonan Wang
Reducing real-world trial and error has long been a central goal of decision making, and generative simulators advance this goal by modeling the evolution of future states. An even…
cs.LG2026
SGNO: Spectral Generator Neural Operators for Stable Long Horizon PDE Rollouts
Jiayi Li, Penghao Jiang, Hira Saleem +3
Autoregressive neural PDE surrogates predict future states by repeatedly applying a learned one-step operator. This is a simple and widely used method, but small one-step errors ca…