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321 Results
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Poster
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Thu 2:30 |
Beyond Regular Grids: Fourier-Based Neural Operators on Arbitrary Domains Levi Lingsch · Mike Yan Michelis · Emmanuel de Bézenac · Sirani M. Perera · Robert Katzschmann · Siddhartha Mishra |
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Poster
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Tue 4:30 |
Surprisingly Strong Performance Prediction with Neural Graph Features Gabriela Kadlecová · Jovita Lukasik · Martin Pilát · Petra Vidnerová · Mahmoud Safari · Roman Neruda · Frank Hutter |
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Poster
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Wed 2:30 |
Physics and Lie symmetry informed Gaussian processes David Dalton · Dirk Husmeier · Hao Gao |
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Poster
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Tue 2:30 |
HAMLET: Graph Transformer Neural Operator for Partial Differential Equations Andrey Bryutkin · Jiahao Huang · Zhongying Deng · Guang Yang · Carola-Bibiane Schönlieb · Angelica I Aviles-Rivero |
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Poster
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Thu 4:30 |
Harnessing the Power of Neural Operators with Automatically Encoded Conservation Laws Ning Liu · Yiming Fan · Xianyi Zeng · Milan Klöwer · LU ZHANG · Yue Yu |
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Poster
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Wed 2:30 |
Reference Neural Operators: Learning the Smooth Dependence of Solutions of PDEs on Geometric Deformations Ze Cheng · Zhongkai Hao · Wang Xiaoqiang · Jianing Huang · Youjia Wu · Xudan Liu · Yiru Zhao · LIU SONGMING · Hang Su |
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Workshop
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Self-supervised learning for crystal property prediction via denoising Alexander New · Nam Q. Le · Michael Pekala · Christopher Stiles |
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Poster
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Thu 4:30 |
Vectorized Conditional Neural Fields: A Framework for Solving Time-dependent Parametric Partial Differential Equations Jan Hagnberger · Marimuthu Kalimuthu · Daniel Musekamp · Mathias Niepert |
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Poster
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Thu 2:30 |
Neural Operators with Localized Integral and Differential Kernels Miguel Liu-Schiaffini · Julius Berner · Boris Bonev · Thorsten Kurth · Kamyar Azizzadenesheli · Anima Anandkumar |
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Workshop
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Neural Ratio Estimators Meet Distributional Shift and Mode Misspecification: A Cautionary Tale from Strong Gravitational Lensing Andreas Filipp · Yashar Hezaveh · Laurence Perreault-Levasseur |
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Poster
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Wed 4:30 |
Equivariant Graph Neural Operator for Modeling 3D Dynamics Minkai Xu · Jiaqi Han · Aaron Lou · Jean Kossaifi · Arvind Ramanathan · Kamyar Azizzadenesheli · Jure Leskovec · Stefano Ermon · Anima Anandkumar |
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Poster
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Tue 2:30 |
CoLoRA: Continuous low-rank adaptation for reduced implicit neural modeling of parameterized partial differential equations Jules Berman · Benjamin Peherstorfer |