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Publications

From Euler-Jacobi to Bogoyavlensky and back
D Murari, N Sansonetto
(2025)
Enhancing Fourier Neural Operators with Local Spatial Features
C Liu, D Murari, C Budd, L Liu, C-B Schönlieb
(2025)
Approximation properties of neural ODEs
AD Marinis, D Murari, E Celledoni, N Guglielmi, B Owren, F Tudisco
(2025)
Symplectic Neural Flows for Modeling and Discovery
P Canizares, D Murari, C-B Schönlieb, F Sherry, Z Shumaylov
(2024)
Neural networks for the approximation of Euler’s elastica
E Celledoni, E Çokaj, A Leone, S Leyendecker, D Murari, B Owren, RTSM de Almagro, M Stavole
– Computer Methods in Applied Mechanics and Engineering
(2024)
435,
117584
Hamiltonian Matching for Symplectic Neural Integrators
P Canizares, D Murari, C-B Schönlieb, F Sherry, Z Shumaylov
(2024)
Parallel-in-Time Solutions with Random Projection Neural Networks
MM Betcke, LM Kreusser, D Murari
(2024)
Designing stable neural networks using convex analysis and ODEs
F Sherry, E Celledoni, MJ Ehrhardt, D Murari, B Owren, CB Schönlieb
– Physica D Nonlinear Phenomena
(2024)
463,
134159
Dynamical Systems–Based Neural Networks
E Celledoni, D Murari, B Owren, CB Schonlieb, F Sherry
– SIAM Journal on Scientific Computing
(2023)
45,
A3071
Neural networks for the approximation of Euler's elastica
E Celledoni, E Çokaj, A Leone, S Leyendecker, D Murari, B Owren, RTSMD Almagro, M Stavole
(2023)
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