SNAD: enabling discovery in the era of big data

arXiv:2608.30477 · astro-ph.HE, astro-ph.IM · Submitted 2026-08-31 · Read on arXiv

astro-ph.HE, astro-ph.IM

Submitted: 2026-08-31

Updated: 2026-08-31

Comments: Frontier Research in Astrophysics - IV (FRAPWS2024), 9-14 September 2024, Mondello, Palermo, Italy

Journal ref: Proceedings of Science, Volume 482, published on: October 07, 2025

DOI: 10.22323/1.482.0006

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Adam — 11× in this paper · explained in 2 episodes
• Active Learning — 7× in this paper · explained in 6 episodes
• AGN — 6× in this paper · explained in 1 episode
• Microlensing — 5× in this paper · explained in 2 episodes
• AnomalyMatch — 2× in this paper · explained in 1 episode
• Dark Energy Spectroscopic Instrument — 2× in this paper
• Metallicity — 2× in this paper · explained in 3 episodes
• Abundance — 1× in this paper · explained in 1 episode
• Adaptability — 1× in this paper · explained in 1 episode
• Calibration — 1× in this paper · explained in 7 episodes
• Clustering — 1× in this paper · explained in 2 episodes
• Core — 1× in this paper · explained in 2 episodes
• Feature Engineering — 1× in this paper · explained in 3 episodes
• Feature Extraction — 1× in this paper · explained in 2 episodes
• Gravitational Lensing — 1× in this paper · explained in 2 episodes
• Interpretability — 1× in this paper · explained in 15 episodes
• Transient Name Server — 1× in this paper

Sources

• Incorporating Feedback into Tree-based Anomaly Detection
• Coniferest: a complete active anomaly detection framework
• LSST Science Book, Version 2.0
• Superluminous supernova search with PineForest
• Superluminous supernovae
• Finding Anomalous Periodic Time Series: An Application to Catalogs of Periodic Variable Stars

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