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103 Results
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Workshop
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Equation identification for fluid flows via physics-informed neural networks Alexander New · Marisel Villafañe-Delgado · Charles Shugert |
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Workshop
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On the metastability of learning algorithms in physics-informed neural networks: a case study on Schr\"{o}dinger operators Alessandro Selvitella |
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Poster
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Tue 4:30 |
PAPM: A Physics-aware Proxy Model for Process Systems Pengwei Liu · Zhongkai Hao · Xingyu Ren · Hangjie Yuan · Jiayang Ren · Dong Ni |
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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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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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Tue 4:30 |
Efficient Error Certification for Physics-Informed Neural Networks Francisco Eiras · Adel Bibi · Rudy Bunel · Krishnamurthy Dvijotham · Phil Torr · M. Pawan Kumar |
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Poster
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Thu 2:30 |
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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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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Poster
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Thu 4:30 |
Physics-Informed Neural Network Policy Iteration: Algorithms, Convergence, and Verification Yiming Meng · Ruikun Zhou · Amartya Mukherjee · Maxwell Fitzsimmons · Christopher Song · Jun Liu |
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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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Workshop
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Accelerating Electron Dynamics Simulations through Machine Learned Time Propagators Karan Shah · Attila Cangi |