Workshop

Surrogate Modeling for Methane Dispersion Simulations Using Fourier Neural Operator
Qie Zhang · Mirco Milletari · Yagna D Oruganti · Philipp Witte

Workshop

Industry-scale CO2 Flow Simulations with Model-Parallel Fourier Neural Operators
Philipp Witte · Russell J. Hewett · Ranveer Chandra

Poster

Thu 14:00

Generic bounds on the approximation error for physics-informed (and) operator learning
Tim De Ryck · Siddhartha Mishra

Poster

Wed 9:00

Transform Once: Efficient Operator Learning in Frequency Domain
Michael Poli · Stefano Massaroli · Federico Berto · Jinkyoo Park · Tri Dao · Christopher Ré · Stefano Ermon

Poster

Wed 9:00

Local Identifiability of Deep ReLU Neural Networks: the Theory
Joachim Bona-Pellissier · François Malgouyres · Francois Bachoc

Poster

Tue 9:00

Interpreting Operation Selection in Differentiable Architecture Search: A Perspective from Influence-Directed Explanations
Miao Zhang · Wei Huang · Bin Yang

Workshop

Hamiltonian Neural Koopman Operator
Jingdong Zhang · Qunxi Zhu · Wei LIN

Poster

Wed 9:00

Neural Stochastic PDEs: Resolution-Invariant Learning of Continuous Spatiotemporal Dynamics
Cristopher Salvi · Maud Lemercier · Andris Gerasimovics

Workshop

Fourier Continuation for Exact Derivative Computation in Physics-Informed Neural Operators
Haydn Maust · Zongyi Li · Yixuan Wang · Anima Anandkumar

Workshop

Image-Based Soil Organic Carbon Estimation from Multispectral Satellite Images with Fourier Neural Operator and Structural Similarity
Ken C. L. Wong · · Ademir Ferreira da Silva · Hongzhi Wang · Jitendra Singh · Tanveer Syeda-Mahmood

Workshop

HyperFNO: Improving the Generalization Behavior of Fourier Neural Operators
Francesco Alesiani · Makoto Takamoto · Mathias Niepert

Workshop

Predicting Full-Field Turbulent Flows Using Fourier Neural Operator
Peter Renn · Sahin Lale · Cong Wang · Zongyi Li · Anima Anandkumar · Morteza Gharib

18 Results