7 citations · 7 across the 3 of their papers we have counts for
3 papers
MNO : A Multi-modal Neural Operator for Parametric Nonlinear BVPs
Vamshi C. Madala, Nithin Govindarajan, Shivkumar Chandrasekaran
We introduce a novel Multimodal Neural Operator (MNO) architecture designed to learn solution operators for multi-parameter nonlinear boundary value problems (BVPs). Traditional ne…
CNNs Avoid Curse of Dimensionality by Learning on Patches
Vamshi C. Madala, Shivkumar Chandrasekaran, Jason Bunk
Despite the success of convolutional neural networks (CNNs) in numerous computer vision tasks and their extraordinary generalization performances, several attempts to predict the g…
Predicting Generalization in Deep Learning via Local Measures of Distortion
Abhejit Rajagopal, Vamshi C. Madala, Shivkumar Chandrasekaran +1
We study generalization in deep learning by appealing to complexity measures originally developed in approximation and information theory. While these concepts are challenged by th…