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Workshop
Dynamic weights enabled Physics-Informed Neural Network for simulating the mobility of Engineered Nano Particles in a contaminated aquifer
Shikhar Nilabh
Workshop
Physics-Embedded Neural Networks: Graph Neural PDE Solvers with Mixed Boundary Conditions
Masanobu Horie · NAOTO MITSUME
Poster
Thu 14:00 NeurOLight: A Physics-Agnostic Neural Operator Enabling Parametric Photonic Device Simulation
Jiaqi Gu · Zhengqi Gao · Chenghao Feng · Hanqing Zhu · Ray Chen · Duane Boning · David Pan
Workshop
Transfer Learning with Physics-Informed Neural Networks for Efficient Simulation of Branched Flows
Raphael Pellegrin · Blake Bullwinkel · Marios Mattheakis · Pavlos Protopapas
Poster
Tue 14:00 Physics-Embedded Neural Networks: Graph Neural PDE Solvers with Mixed Boundary Conditions
Masanobu Horie · NAOTO MITSUME
Workshop
Deep Learning Modeling of Subgrid Physics in Cosmological N-body Simulations
Georgios Markos Chatziloizos · Francois Lanusse · Tristan Cazenave
Workshop
Multiresolution Mesh Networks For Learning Dynamical Fluid Simulations
Bach Nguyen · Truong Son Hy · Long Tran-Thanh · Risi Kondor
Workshop
Applications of Differentiable Physics Simulations in Particle Accelerator Modeling
Ryan Roussel · Auralee Edelen
Poster
Wed 14:00 Guaranteed Conservation of Momentum for Learning Particle-based Fluid Dynamics
Lukas Prantl · Benjamin Ummenhofer · Vladlen Koltun · Nils Thuerey
Workshop
Learning Controllable Adaptive Simulation for Multi-scale Physics
Tailin Wu · Takashi Maruyama · Qingqing Zhao · Gordon Wetzstein · Jure Leskovec
Poster
Thu 9:00 MAgNet: Mesh Agnostic Neural PDE Solver
Oussama Boussif · Yoshua Bengio · Loubna Benabbou · Dan Assouline
Poster
Wed 9:00 PhysGNN: A Physics--Driven Graph Neural Network Based Model for Predicting Soft Tissue Deformation in Image--Guided Neurosurgery
Yasmin Salehi · Dennis Giannacopoulos