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astro-ph.SR2026
AI Agents as a Research Team: A Human-Supervised Case Study in Stellar Spectroscopy
Marwan Gebran, Ian Bentley
We present a qualitative case study of a human-supervised team of specialized AI agents supporting an astronomy research project. The Bot Spectroscopist team, described in the proj…
astro-ph.SR2025
TheUse of Conditional Variational Autoencoders in Generating Stellar Spectra
Marwan Gebran, Ian Bentley
We present a conditional variational autoencoder (CVAE) that generates stellar spectra covering 4000 $T_{\mathrm{eff}$ 11,000 K, dex, $-1.5 \le…
astro-ph.SR2024
Deep Learning application for stellar parameters determination: III- Denoising Procedure
Marwan Gebran, Ian Bentley, Rose Brienza +1
In this third paper in a series, we investigate the need of spectra denoising for the derivation of stellar parameters. We have used two distinct datasets for this work. The first…