196 citations · 2.2k across the 75 of their papers we have counts for
4 papers · 1 filter
Augmenting representations with scientific papers
Nicolò Oreste Pinciroli Vago, Rocco Di Tella, Carolina Cuesta-Lázaro +3
Astronomers have acquired vast repositories of multimodal data, including images, spectra, and time series, complemented by decades of literature that analyzes astrophysical source…
Variational Autoencoder with Normalizing flow for X-ray spectral fitting
Fiona Redmen, Ethan Tregidga, James F. Steiner +1
Black hole X-ray binaries (BHBs) can be studied with spectral fitting to provide physical constraints on accretion in extreme gravitational environments. Traditional methods of spe…
Hyperspectral Variational Autoencoders for Joint Data Compression and Component Extraction
Core Francisco Park, Manuel Perez-Carrasco, Caroline Nowlan +1
Geostationary hyperspectral satellites generate terabytes of data daily, creating critical challenges for storage, transmission, and distribution to the scientific community. We pr…
Denoising Hamiltonian Network for Physical Reasoning
Congyue Deng, Brandon Y. Feng, Cecilia Garraffo +5
Machine learning frameworks for physical problems must capture and enforce physical constraints that preserve the structure of dynamical systems. Many existing approaches achieve t…