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321 Results
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Oral
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Thu 2:00 |
Parameterized Physics-informed Neural Networks for Parameterized PDEs Woojin Cho · Minju Jo · Haksoo Lim · Kookjin Lee · Dongeun Lee · Sanghyun Hong · Noseong Park |
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Workshop
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An Advanced Physics-Informed Neural Operator for Comprehensive Design Optimization of Highly-Nonlinear Systems: An Aerospace Composites Processing Case Study Milad Ramezankhani · Anirudh Deodhar · Rishi Parekh · Dagnachew Birru |
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Workshop
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Physics-Informed Neural Networks for Derivative-Constrained PDEs Kentaro Hoshisashi · Carolyn Phelan · Paolo Barucca |
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Workshop
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A Physics-Informed Machine Learning Approach utilizing Multiband Satellite Data for Solar Irradiance Estimation Jun Sasaki · Maki Okada · Kenji Utsunomiya · Koji Yamaguchi |
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Workshop
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Physics-Informed Weakly Supervised Learning for Interatomic Potentials Makoto Takamoto · Viktor Zaverkin · Mathias Niepert |
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Workshop
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Towards Enforcing Hard Physics Constraints in Operator Learning Frameworks Valentin Duruisseaux · Miguel Liu-Schiaffini · Julius Berner · Anima Anandkumar |
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Poster
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Wed 2:30 |
PhAST: Physics-Aware, Scalable, and Task-Specific GNNs for Accelerated Catalyst Design Alexandre Duval · Victor Schmidt · Santiago Miret · Yoshua Bengio · Alex Hernandez-Garcia · David Rolnick |
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Poster
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Thu 4:30 |
Learning from Integral Losses in Physics Informed Neural Networks Ehsan Saleh · Saba Ghaffari · Timothy Bretl · Luke Olson · Matthew West |
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Workshop
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Predicting dark matter halo masses from simulated galaxy images and environments Austin Larson · John F. Wu · Craig Jones |
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Poster
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Tue 2:30 |
PARCv2: Physics-aware Recurrent Convolutional Neural Networks for Spatiotemporal Dynamics Modeling Phong Nguyen · Xinlun Cheng · Shahab Azarfar · Pradeep Seshadri · Yen Nguyen · Munho Kim · Sanghun Choi · H. Udaykumar · Stephen Baek |
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Poster
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Thu 2:30 |
A Neural-Guided Dynamic Symbolic Network for Exploring Mathematical Expressions from Data Wenqiang Li · Weijun Li · Lina Yu · Min Wu · Linjun Sun · Jingyi Liu · Yanjie Li · Shu Wei · Deng Yusong · Meilan Hao |
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Poster
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Wed 2:30 |
A Neural-Preconditioned Poisson Solver for Mixed Dirichlet and Neumann Boundary Conditions Kai Weixian Lan · Elias Gueidon · Ayano Kaneda · Julian Panetta · Joseph Teran |