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Workshop
Physics-Embedded Neural Networks: Graph Neural PDE Solvers with Mixed Boundary Conditions
Masanobu Horie · NAOTO MITSUME
Poster
Tue 14:00 Physics-Embedded Neural Networks: Graph Neural PDE Solvers with Mixed Boundary Conditions
Masanobu Horie · NAOTO MITSUME
Poster
Wed 9:00 Finding Differences Between Transformers and ConvNets Using Counterfactual Simulation Testing
Nataniel Ruiz · Sarah Bargal · Cihang Xie · Kate Saenko · Stan Sclaroff
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
Poster
Thu 14:00 Scale-invariant Learning by Physics Inversion
Philipp Holl · Vladlen Koltun · Nils Thuerey
Poster
Tue 9:00 Exponentially Improving the Complexity of Simulating the Weisfeiler-Lehman Test with Graph Neural Networks
Anders Aamand · Justin Chen · Piotr Indyk · Shyam Narayanan · Ronitt Rubinfeld · Nicholas Schiefer · Sandeep Silwal · Tal Wagner
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
Poster
Wed 9:00 PlasticityNet: Learning to Simulate Metal, Sand, and Snow for Optimization Time Integration
Xuan Li · Yadi Cao · Minchen Li · Yin Yang · Craig Schroeder · Chenfanfu Jiang
Poster
Wed 14:00 AirfRANS: High Fidelity Computational Fluid Dynamics Dataset for Approximating Reynolds-Averaged Navier–Stokes Solutions
Florent Bonnet · Jocelyn Mazari · Paola Cinnella · Patrick Gallinari
Poster
Thu 14:00 Simulation-guided Beam Search for Neural Combinatorial Optimization
Jinho Choo · Yeong-Dae Kwon · Jihoon Kim · Jeongwoo Jae · André Hottung · Kevin Tierney · Youngjune Gwon