2 papers
cs.LG2026
Physics-Informed Diffusion Model for Generating Synthetic Extreme Rare Weather Events Data
Marawan Yakout, Tannistha Maiti, Monira Majhabeen +1
Data scarcity is a primary obstacle in developing robust Machine Learning (ML) models for detecting rapidly intensifying tropical cyclones. Traditional data augmentation techniques…
physics.geo-ph2025
Seismic Facies Analysis: A Deep Domain Adaptation Approach
M Quamer Nasim, Tannistha Maiti, Ayush Srivastava +2
Deep neural networks (DNNs) can learn accurately from large quantities of labeled input data, but often fail to do so when labelled data are scarce. DNNs sometimes fail to generali…