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203 Results
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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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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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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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A Physics-Informed Autoencoder-NeuralODE Framework (Phy-ChemNODE) for Learning Complex Fuel Combustion Kinetics Tadbhagya Kumar · Pinaki Pal · Anuj Kumar |
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Poster
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Thu 11:00 |
Med-Real2Sim: Non-Invasive Medical Digital Twins using Physics-Informed Self-Supervised Learning Keying Kuang · Frances Dean · Jack B. Jedlicki · David Ouyang · Anthony Philippakis · David Sontag · Ahmed Alaa |
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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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Workshop
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Guaranteeing Conservation Laws with Projection in Physics-Informed Neural Networks Anthony Baez · Wang Zhang · Ziwen Ma · Subhro Das · Lam Nguyen · Luca Daniel |
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Workshop
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SepONet: Efficient Large-Scale Physics-Informed Operator Learning Xinling Yu · Sean Hooten · Ziyue Liu · Yequan Zhao · Marco Fiorentino · Thomas Van Vaerenbergh · Zheng Zhang |
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Workshop
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Optimizing the IFMIF-DONES Particle Accelerator with Differentiable Deep Learning Surrogate Models Galo Gallardo · Guillermo Rodriguez Llorente · Lucas Magariños · Rodrigo Morant Navascués · Nikita Kkhvatkin Petrovsky · Roberto Gómez-Espinosa Martín |
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Workshop
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Toward Model-Agnostic Detection of New Physics Using Data-Driven Signal Regions Soheun Yi · John Alison · Mikael Kuusela |
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Workshop
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Integrating Generative and Physics-Based Models for Ptychographic Imaging with Uncertainty Quantification Canberk Ekmekci · Tekin Bicer · Zichao Di · Junjing Deng · Mujdat Cetin |