Research

Research ›› 2026, Vol. 9 ›› Issue (1) : 1055 - . DOI: 10.34133/research.1055

RESEARCH ARTICLE

Toward Efficient and Accurate EMRI Parameter Estimation: A Machine Learning-Enhanced MCMC Framework

Bo Liang ¹^,² ,
Chang Liu ¹^,²^,³ ,
Hanlin Song ⁴ ,
Zhenwei Lyu ⁵ ,
Minghui Du ¹^,^* ,
Peng Xu ¹^,²^,⁶^,^* ,
Ziren Luo ¹^,²^,⁷ ,
Sensen He ⁸ ,
Haohao Gu ⁸ ,
Tianyu Zhao ¹ ,
Manjia Liang ¹ ,
Yuxiang Xu ¹ ,
Li-e Qiang ³ ,
Mingming Sun ⁹ ,
Wei-Liang Qian ¹⁰

Author information +

¹Center for Gravitational Wave Experiment, National Microgravity Laboratory, Institute of Mechanics, Chinese Academy of Sciences, Beijing 100190, China.

²Taiji Laboratory for Gravitational Wave Universe (Beijing/Hangzhou), University of Chinese Academy of Sciences (UCAS), Beijing 100049, China.

³National Space Science Center, Chinese Academy of Sciences, Beijing 100190, China.

⁴School of Physics, Peking University, Beijing 100871, China.

⁵Leicester International Institute, Dalian University of Technology, Panjin 124221, China.

⁶Lanzhou Center of Theoretical Physics, Lanzhou University, Lanzhou 730000, China.

⁷Key Laboratory of Gravitational Wave Precision Measurement of Zhejiang Province, Hangzhou Institute for Advanced Study, UCAS, Hangzhou 310024, China.

⁸Baidu Inc., Beijing 100085, China.

⁹AGI Lab, Beijing Institute of Mathematical Sciences and Applications, Beijing, China.

¹⁰Escola de Engenharia de Lorena, Universidade de São Paulo, 12602-810 Lorena, SP, Brazil.

^* Address correspondence to: duminghui@imech.ac.cn (M.D.);

^* Address correspondence to: xupeng@imech.ac.cn (P.X.)

收起

Received	Accepted	Published
2025-08-23	2025-12-04
Issue Date
2026-10-16

Accesses

Total: 64

	Just accepted	Online first	Issue	Totals
HTML pages views	0	0	58	58
PDF downloads	0	0	6	6

Accesses in the last 12 months

Accesses come from

Citations

Citation counts are provided from Web of Science and CrossRef. The counts may vary by service, and are reliant on the availability of their data. Counts will update daily once available.

Search

Online attention

The hierarchy quorum sensing network in Pseudomonas aeruginosa

Full Text HTML

PDF (3509KB)

Recommended