Reduced-Order Model

Data-Free Learning of Reduced-Order Kinematics

Nicholas Sharp, Cristian Romero, Alec Jacobson, Etienne Vouga, Paul G. Kry, David I. W. Levin, Justin Solomon

Conference SIGGRAPH 2023 Animation & Simulation
Reduced-Order Model Neural Subspace Physical Simulation Self-Supervised Learning Elastic Body

Fast Subspace Fluid Simulation with a Temporally-Aware Basis

Siyuan Chen, Yixin Chen, Jonathan Panuelos, Otman Benchekroun, Yue Chang, Eitan Grinspun, Zhecheng Wang

Journal SIGGRAPH 2025 Animation & Simulation
Fluid Simulation Reduced-Order Model Dynamic Mode Decomposition Koopman Operator Fluid Control

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

Conference SIGGRAPH Asia 2023 Animation & Simulation
Reduced-Order Model Neural Field MPM Elastoplasticity Fracture Physical Simulation

Neural Implicit Reduced Fluid Simulation

Yuanyuan Tao, Ivan Puhachov, Derek Nowrouzezahrai, Paul G. Kry

Conference meta-only SIGGRAPH Asia 2024 Animation & Simulation
Fluid Simulation Reduced Order Model Implicit Neural Representation Neural ODE Latent Space Dynamics

Neural Kinematic Bases for Fluids

Yibo Liu, Zhixin Fang, Sune Darkner, Noam Aigerman, Kenny Erleben, Paul Kry, Teseo Schneider

Conference SIGGRAPH Asia 2025 Animation & Simulation
Fluid Simulation Neural Basis Reduced Order Model Real-Time Animation Physics-Informed Neural Network