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Javier Viaña

9 papers hereh-index 320 citations11 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • sole author1
  • first author2
  • middle author5
  • last author1

Across the 9 of 9 papers where every author was matched, so the position is known.

fields
  • astro-ph.EP4
  • astro-ph.IM2
  • astro-ph.GA1
  • astro-ph.SR1
  • cs.AI1

identity via Semantic Scholar / OpenAlex

activity
20232026
most citedSimulation-based Inference for Exoplanet Atmospheric Retrieval: Insights from winning the Ariel Data Challenge 2023 using Normalizing Flows

3 citations · 5 across the 9 of their papers we have counts for

collaborators
Showing 2024Show all

3 papers · 1 filter

astro-ph.EP2024

Absence of a Correlation between White Dwarf Planetary Accretion and Primordial Stellar Metallicity

Sydney Jenkins, Andrew Vanderburg, Allyson Bieryla +8

Over a quarter of white dwarfs have photospheric metal pollution, which is evidence for recent accretion of exoplanetary material. While a wide range of mechanisms have been propos…

cs.AI2024

Front-propagation Algorithm: Explainable AI Technique for Extracting Linear Function Approximations from Neural Networks

Javier Viaña

This paper introduces the front-propagation algorithm, a novel eXplainable AI (XAI) technique designed to elucidate the decision-making logic of deep neural networks. Unlike other…

astro-ph.IM2024

cecilia: A Machine Learning-Based Pipeline for Measuring Metal Abundances of Helium-rich Polluted White Dwarfs

M. Badenas-Agusti, J. Viaña, A. Vanderburg +4

Over the past several decades, conventional spectral analysis techniques of polluted white dwarfs have become powerful tools to learn about the geology and chemistry of extrasolar…

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Not affiliated with arXiv. Researcher data from Semantic Scholar (ODC-BY) and OpenAlex.