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43 Results
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Workshop
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Physics-informed Discovery of State Variables in Second-Order and Hamiltonian Systems Félix Chavelli · Zi-Yu Khoo · Dawen Wu · Jonathan Low · Stéphane Bressan |
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Workshop
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Exploring Physics-Informed Neural Networks for Crop Yield Loss Forecasting Miro Miranda · Marcela Charfuelan · Andreas Dengel |
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Workshop
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Exact and approximate error bounds for physics-informed neural networks Augusto Chantada · Pavlos Protopapas · Luca Gomez Bachar · Susana Landau · Claudia Scóccola |
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Workshop
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Hamiltonian Matching for Symplectic Neural Integrators Priscilla Canizares · Davide Murari · Carola-Bibiane Schönlieb · Ferdia Sherry · Zakhar Shumaylov |
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Workshop
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FB-HyDON: Parameter-Efficient Physics-Informed Operator Learning of Complex PDEs via Hypernetwork and Finite Basis Domain Decomposition Milad Ramezankhani · Rishi Parekh · Anirudh Deodhar · Dagnachew Birru |
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Poster
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Thu 11:00 |
RoPINN: Region Optimized Physics-Informed Neural Networks Haixu Wu · Huakun Luo · Yuezhou Ma · Jianmin Wang · Mingsheng Long |
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Poster
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Fri 11:00 |
PINNacle: A Comprehensive Benchmark of Physics-Informed Neural Networks for Solving PDEs Hao Zhongkai · Jiachen Yao · Chang Su · Hang Su · Ziao Wang · Fanzhi Lu · Zeyu Xia · Yichi Zhang · Songming Liu · Lu Lu · Jun Zhu |
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Workshop
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PINNfluence: Influence Functions for Physics-Informed Neural Networks Jonas Naujoks · Aleksander Krasowski · Moritz Weckbecker · Thomas Wiegand · Sebastian Lapuschkin · Wojciech Samek · René P. Klausen |
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Workshop
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Convergence Guarantees for Neural Network-Based Hamilton–Jacobi Reachability William Hofgard |
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Poster
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Thu 16:30 |
Kronecker-Factored Approximate Curvature for Physics-Informed Neural Networks Felix Dangel · Johannes Müller · Marius Zeinhofer |
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Workshop
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History-Matching of Imbibition Flow in Multiscale Fractured Porous Media Using Physics-Informed Neural Networks (PINNs) Jassem Abbasi · Ben Moseley · Takeshi Kurotori · Ameya Jagtap · Anthony Kovscek · Aksel Hiorth · Pål Andersen |
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Workshop
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Beyond Closure Models: Learning Chaotic-Systems via Physics-Informed Neural Operators Chuwei Wang · Julius Berner · Zongyi Li · Di Zhou · Jiayun (Peter) Wang · H. Jane Bae · Animashree Anandkumar |