2 papers
astro-ph.HE2025
Using Deep Learning for Robust Classification of Fast Radio Bursts
Rohan Arni, Carlos Blanco, Anirudh Prabhu
While the nature of fast radio bursts (FRBs) remains unknown, population-level analyses can elucidate underlying structure in these signals. In this study, we employ deep learning…
cs.LG2025
Physics-Informed Neural Networks with Fourier Features and Attention-Driven Decoding
Rohan Arni, Carlos Blanco
Physics-Informed Neural Networks (PINNs) are a useful framework for approximating partial differential equation solutions using deep learning methods. In this paper, we propose a p…