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43 Results
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Workshop
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Improved Training of Physics-informed Neural Networks using Energy-Based priors: A Study on Electrical Impedance Tomography Akarsh Pokkunuru · Pedram Rooshenas · Thilo Strauss · Anuj Abhishek · Taufiquar Khan |
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Workshop
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Fri 4:25 |
PIXEL: Physics-Informed Cell Representations for Fast and Accurate PDE Solvers Namgyu Kang · Byeonghyeon Lee · Youngjoon Hong · Seok-Bae Yun · Eunbyung Park |
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Poster
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Wed 14:00 |
Meta-Auto-Decoder for Solving Parametric Partial Differential Equations Xiang Huang · Zhanhong Ye · Hongsheng Liu · Shi Ji · Zidong Wang · Kang Yang · Yang Li · Min Wang · Haotian CHU · Fan Yu · Bei Hua · Lei Chen · Bin Dong |
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Workshop
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Fourier Continuation for Exact Derivative Computation in Physics-Informed Neural Operators Haydn Maust · Zongyi Li · Yixuan Wang · Anima Anandkumar |
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Poster
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Tue 14:00 |
Unravelling the Performance of Physics-informed Graph Neural Networks for Dynamical Systems Abishek Thangamuthu · Gunjan Kumar · Suresh Bishnoi · Ravinder Bhattoo · N M Anoop Krishnan · Sayan Ranu |
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Poster
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Thu 14:00 |
Is L2 Physics Informed Loss Always Suitable for Training Physics Informed Neural Network? Chuwei Wang · Shanda Li · Di He · Liwei Wang |
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Workshop
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Phase transitions and structure formation in learning local rules Bojan Žunkovič · Enej Ilievski |
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Workshop
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A Novel Automatic Mixed Precision Approach For Physics Informed Training Jinze Xue · Akshay Subramaniam · Mark Hoemmen |
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Workshop
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Physics Informed Symbolic Networks Ritam Majumdar · Vishal Jadhav · Anirudh Deodhar · Shirish Karande · Lovekesh Vig · Venkataramana Runkana |
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Workshop
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FO-PINNs: A First-Order formulation for Physics~Informed Neural Networks Rini Jasmine Gladstone · Mohammad Amin Nabian · Hadi Meidani |
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Workshop
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On the impact of larger batch size in the training of Physics Informed Neural Networks Shyam Sankaran · Hanwen Wang · Leonardo Ferreira Guilhoto · Paris Perdikaris |
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Poster
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Tue 9:00 |
Exploration via Planning for Information about the Optimal Trajectory Viraj Mehta · Ian Char · Joseph Abbate · Rory Conlin · Mark Boyer · Stefano Ermon · Jeff Schneider · Willie Neiswanger |