<?xml version="1.0" encoding="utf-8" standalone="yes"?><rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom" xmlns:content="http://purl.org/rss/1.0/modules/content/"><channel><title>Astronomy on Antonio V. Franco</title><link>https://antoniovfranco.com/tags/astronomy/</link><description>Recent content in Astronomy on Antonio V. Franco</description><generator>Hugo</generator><language>en</language><lastBuildDate>Thu, 07 May 2026 12:00:00 -0300</lastBuildDate><atom:link href="https://antoniovfranco.com/tags/astronomy/index.xml" rel="self" type="application/rss+xml"/><item><title>What the NOA-Star Simulation Reveals About Transient Classification</title><link>https://antoniovfranco.com/posts/2026/noa-star-stable-rag-transient-classification/</link><pubDate>Thu, 07 May 2026 12:00:00 -0300</pubDate><guid>https://antoniovfranco.com/posts/2026/noa-star-stable-rag-transient-classification/</guid><description>The NOA-Star simulation of Stable-RAG on astronomical transient classification achieves 98.9% accuracy across 90 events, but the single error and the low-stability events reveal more than the successes. Stability scores expose where reasoning is fragile, even when the answer is correct.</description></item><item><title>Spectral Classification Stability Engine: From Idea to Results</title><link>https://antoniovfranco.com/posts/2026/spectral-classification-stability-engine/</link><pubDate>Wed, 29 Apr 2026 12:00:00 -0300</pubDate><guid>https://antoniovfranco.com/posts/2026/spectral-classification-stability-engine/</guid><description>Building SCSE to apply Stable-RAG&amp;#39;s spectral clustering to astronomical SDSS classification. Documents 16 version iterations across Kaggle, RunPod A40, and A100, achieving 47% PSS reduction via DPO.</description></item></channel></rss>