Model Reduction for the Material Point Method on Nonlinear Manifolds Using Deep Learning. - Peter Yichen Chen; Maurizio M. Chiaramonte; Eitan Grinspun; Kevin Carlberg (AAAI Spring Symposium: MLPS, 2021)

Model reduction for the material point method via learning the deformation map and its spatial-temporal gradients. - Peter Yichen Chen; Maurizio M. Chiaramonte; Eitan Grinspun; Kevin Carlberg (CoRR, 2021)

HYFAR: A Textile Soft Actuator for Haptic Clothing Interfaces. - Jose A. Barreiros; Tianshu Liu; Maurizio M. Chiaramonte; Kristy Jost; Yigit Mengüç; Nicholas Colonnese; Priyanshu Agarwal (SIGGRAPH Posters, 2022)

Contact-centric deformation learning. - Cristian Romero; Dan Casas; Maurizio M. Chiaramonte; Miguel A. Otaduy (ACM Trans. Graph., 2022)

CROM: Continuous Reduced-Order Modeling of PDEs Using Implicit Neural Representations. - Peter Yichen Chen; Jinxu Xiang; Dong Heon Cho; Yue Chang; G. A. Pershing; Henrique Teles Maia; Maurizio M. Chiaramonte; Kevin T. Carlberg; Eitan Grinspun (ICLR, 2023)

LiCROM: Linear-Subspace Continuous Reduced Order Modeling with Neural Fields. - Yue Chang; Peter Yichen Chen; Zhecheng Wang 001; Maurizio M. Chiaramonte; Kevin Carlberg; Eitan Grinspun (SIGGRAPH Asia, 2023)

Learning Contact Deformations with General Collider Descriptors. - Cristian Romero; Dan Casas; Maurizio M. Chiaramonte; Miguel A. Otaduy (SIGGRAPH Asia, 2023)

Neural Stress Fields for Reduced-order Elastoplasticity and Fracture. - Zeshun Zong; Xuan Li; Minchen Li; Maurizio M. Chiaramonte; Wojciech Matusik; Eitan Grinspun; Kevin Carlberg; Chenfanfu Jiang; Peter Yichen Chen (SIGGRAPH Asia, 2023)

Model reduction for the material point method via an implicit neural representation of the deformation map. - Peter Yichen Chen; Maurizio M. Chiaramonte; Eitan Grinspun; Kevin Carlberg (J. Comput. Phys., 2023)

Neural Representation of Shape-Dependent Laplacian Eigenfunctions. - Yue Chang; Otman Benchekroun; Maurizio M. Chiaramonte; Peter Yichen Chen; Eitan Grinspun (CoRR, 2024)

Force-Dual Modes: Subspace Design from Stochastic Forces. - Otman Benchekroun; Eitan Grinspun; Maurizio M. Chiaramonte; Philip Allen Etter (CoRR, 2025)

Shape Space Spectra. - Yue Chang; Otman Benchekroun; Maurizio M. Chiaramonte; Peter Yichen Chen; Eitan Grinspun (ACM Trans. Graph., 2025)