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Poster
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Wed 4:30
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Gaussian Plane-Wave Neural Operator for Electron Density Estimation
Seongsu Kim · Sungsoo Ahn
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Poster
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Thu 2:30
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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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Wed 2:30
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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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Poster
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Wed 4:30
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Operator SVD with Neural Networks via Nested Low-Rank Approximation
Jongha (Jon) Ryu · Xiangxiang Xu · Hasan Sabri Melihcan Erol · Yuheng Bu · Lizhong Zheng · Gregory Wornell
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Poster
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Tue 2:30
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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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Tue 2:30
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Neural operators meet conjugate gradients: The FCG-NO method for efficient PDE solving
Alexander Rudikov · Fanaskov Vladimir · Ekaterina Muravleva · Yuri Laevsky · Ivan Oseledets
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Poster
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Tue 2:30
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Hierarchical Neural Operator Transformer with Learnable Frequency-aware Loss Prior for Arbitrary-scale Super-resolution
Xihaier Luo · Xiaoning Qian · Byung-Jun Yoon
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Workshop
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UPS: Efficiently Building Foundation Models for PDE Solving via Cross-Modal Adaptation
Junhong Shen · Tanya Marwah · Ameet Talwalkar
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Workshop
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Accelerating Electron Dynamics Simulations through Machine Learned Time Propagators
Karan Shah · Attila Cangi
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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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Thu 4:30
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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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Tutorial
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Mon 0:30
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Neural Operator Learning
Kamyar Azizzadenesheli
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