Picture for Somdatta Goswami

Somdatta Goswami

Synergistic Learning with Multi-Task DeepONet for Efficient PDE Problem Solving

Add code
Aug 05, 2024
Viaarxiv icon

Separable DeepONet: Breaking the Curse of Dimensionality in Physics-Informed Machine Learning

Add code
Jul 25, 2024
Figure 1 for Separable DeepONet: Breaking the Curse of Dimensionality in Physics-Informed Machine Learning
Figure 2 for Separable DeepONet: Breaking the Curse of Dimensionality in Physics-Informed Machine Learning
Figure 3 for Separable DeepONet: Breaking the Curse of Dimensionality in Physics-Informed Machine Learning
Figure 4 for Separable DeepONet: Breaking the Curse of Dimensionality in Physics-Informed Machine Learning
Viaarxiv icon

A Resolution Independent Neural Operator

Add code
Jul 17, 2024
Viaarxiv icon

DON-LSTM: Multi-Resolution Learning with DeepONets and Long Short-Term Memory Neural Networks

Add code
Oct 03, 2023
Viaarxiv icon

Sound propagation in realistic interactive 3D scenes with parameterized sources using deep neural operators

Add code
Aug 09, 2023
Viaarxiv icon

Learning in latent spaces improves the predictive accuracy of deep neural operators

Add code
Apr 15, 2023
Viaarxiv icon

Real-Time Prediction of Multiple Output States in Diesel Engines using a Deep Neural Operator Framework

Add code
Apr 02, 2023
Viaarxiv icon

LNO: Laplace Neural Operator for Solving Differential Equations

Add code
Mar 19, 2023
Viaarxiv icon

Neural Operator Learning for Long-Time Integration in Dynamical Systems with Recurrent Neural Networks

Add code
Mar 03, 2023
Viaarxiv icon

Learning stiff chemical kinetics using extended deep neural operators

Add code
Feb 23, 2023
Viaarxiv icon