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20242026
most citedUnsupervised machine learning classification of gamma-ray bursts based on the rest-frame prompt emission parameters

3 citations · 3 across the 6 of their papers we have counts for

collaborators

6 papers

astro-ph.HE2026

Universal scaling between magnetar field and initial spin period for short gamma ray bursts

Qin-Mei Li, Qi-Bin Sun, Sheng-Bang Qian +5

The -- correlation serves as a critical probe of magnetar engine physics. Although this scaling relation has been firmly established for long gamma-ray bursts (lGRBs), sy…

astro-ph.HE2026

Estimating the peak energy of Swift gamma-ray bursts using supervised machine learning

Wan-Peng Sun, Si-Yuan Zhu, Da-Ling Ma +1

Gamma-ray bursts (GRBs) are among the most energetic explosive phenomena in the Universe, and their peak energy () is a key physical quantity for understanding the promp…

astro-ph.HE2025

The Cosmic Star Formation History: Insights from Kilonova-Associated Gamma-Ray Bursts

Qin-Mei Li, Qi-Bin Sun, Sheng-Bang Qian +2

The origin of the Universe and its material content remains one of the most fundamental questions in science. Gamma-ray bursts (GRBs), with their extreme luminosities and high-reds…

astro-ph.HE2025★ 3 cited

Unsupervised machine learning classification of gamma-ray bursts based on the rest-frame prompt emission parameters

Si-Yuan Zhu, Lang Shao, Pak-Hin Thomas Tam +1

Gamma-ray bursts (GRBs) are generally believed to originate from two distinct progenitors, compact binary mergers and massive collapsars. Traditional and some recent machine learni…

astro-ph.HE2025

Identifying Merger-Driven Long Gamma-Ray Bursts based on Machine Learning

Si-Yuan Zhu, Hui-Ying Deng, Fu-Wen Zhang +2

Gamma-ray bursts (GRBs) are classified as Type I GRBs originated from compact binary mergers and Type II GRBs originated from massive collapsars. While Type I GRBs are typically sh…

astro-ph.HE2024

Unveiling the progenitors of a population of likely peculiar GRBs

Si-Yuan Zhu, Pak-Hin Thomas Tam

Traditionally, gamma-ray bursts (GRBs) are classified as long and short GRBs, with s being the threshold duration. Generally, long-duration GRBs (LGRBs, s)…