2 papers
cs.LG2026
NewPINNs: Physics-Informing Neural Networks Using Conventional Solvers for Partial Differential Equations
Satish Chandran, Maedeh Makki, Maziar Raissi +2
We introduce NewPINNs, a physics-informing learning framework that couples neural networks with conventional numerical solvers for solving differential equations. Rather than enfor…
math.CO2025
Biclosed monoidal structures on the categories of digraphs and graphs
Adrien Grenier, Chris Kapulkin
We show that the categories of directed and undirected reflexive graphs carry exactly two (up to isomorphism) biclosed monoidal structures.