Scientific Machine Learning & PhysicsML Papers
Featured Papers
A deformation-based framework for learning solution mappings of PDEs defined on varying domains
In this work, we establish a deformation-based framework for learning solution mappings of PDEs defined on varying domains. The union of functions def...
Dec 2, 2024
3 authors
318 views
Mitigating Stop-and-Go Traffic Congestion with Operator Learning
This paper presents a novel neural operator learning framework for designing boundary control to mitigate stop-and-go congestion on freeways. The free...
Nov 7, 2024
3 authors
264 views
HJRNO: Hamilton-Jacobi Reachability with Neural Operators
Ensuring the safety of autonomous systems under uncertainty is a critical challenge. Hamilton-Jacobi reachability (HJR) analysis is a widely used meth...
Apr 28, 2025
2 authors
9 views
Filter Papers
Loading...