Reconstruction of Fields from Sparse Sensing: Differentiable Sensor Placement Enhances Generalization. - Agnese Marcato; Daniel O'Malley; Hari S. Viswanathan; Eric Guiltinan; Javier E. Santos (CoRR, 2023)

Machine learned reconstruction of tsunami dynamics from sparse observations. - Edward McDugald; Arvind T. Mohan; Darren Engwirda; Agnese Marcato; Javier E. Santos (CoRR, 2024)

Discrete Spatial Diffusion: Intensity-Preserving Diffusion Modeling. - Javier E. Santos; Agnese Marcato; Roman Colman; Nicholas Lubbers; Yen Ting Lin (CoRR, 2025)

A Foundation Model for Material Fracture Prediction. - Agnese Marcato; Aleksandra Pachalieva; Ryley G. Hill; Kai Gao; Xiaoyu Wang; Esteban Rougier; Zhou Lei; Vinamra Agrawal; Janel Chua; Qinjun Kang; Jeffrey D. Hyman; Abigail Hunter; et al. (CoRR, 2025)