Research output: Contribution to journal › Article › peer-review
Observation of a rare beta decay of the charmed baryon with a Graph Neural Network. / BESIII Collaboration ; Ачасов, Михаил Николаевич; Николаев, Иван Борисович et al.
In: Nature Communications, Vol. 16, No. 1, 681, 15.01.2025.Research output: Contribution to journal › Article › peer-review
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TY - JOUR
T1 - Observation of a rare beta decay of the charmed baryon with a Graph Neural Network
AU - BESIII Collaboration
AU - Ачасов, Михаил Николаевич
AU - Николаев, Иван Борисович
AU - Мучной, Николай Юрьевич
AU - Ablikim, M.
N1 - © 2025. The Author(s).
PY - 2025/1/15
Y1 - 2025/1/15
N2 - The beta decay of the lightest charmed baryon Λ c + provides unique insights into the fundamental mechanism of strong and electro-weak interactions, serving as a testbed for investigating non-perturbative quantum chromodynamics and constraining the Cabibbo-Kobayashi-Maskawa (CKM) matrix parameters. This article presents the first observation of the Cabibbo-suppressed decay Λ c + → n e + ν e , utilizing 4.5 fb-1 of electron-positron annihilation data collected with the BESIII detector. A novel Graph Neural Network based technique effectively separates signals from dominant backgrounds, notably Λ c + → Λ e + ν e , achieving a statistical significance exceeding 10σ. The absolute branching fraction is measured to be (3.57 ± 0.34stat. ± 0.14syst.) × 10-3. For the first time, the CKM matrix element V c d is extracted via a charmed baryon decay as 0.208 ± 0.01 1 exp. ± 0.00 7 LQCD ± 0.00 1 τ Λ c + . This work highlights a new approach to further understand fundamental interactions in the charmed baryon sector, and showcases the power of modern machine learning techniques in experimental high-energy physics.
AB - The beta decay of the lightest charmed baryon Λ c + provides unique insights into the fundamental mechanism of strong and electro-weak interactions, serving as a testbed for investigating non-perturbative quantum chromodynamics and constraining the Cabibbo-Kobayashi-Maskawa (CKM) matrix parameters. This article presents the first observation of the Cabibbo-suppressed decay Λ c + → n e + ν e , utilizing 4.5 fb-1 of electron-positron annihilation data collected with the BESIII detector. A novel Graph Neural Network based technique effectively separates signals from dominant backgrounds, notably Λ c + → Λ e + ν e , achieving a statistical significance exceeding 10σ. The absolute branching fraction is measured to be (3.57 ± 0.34stat. ± 0.14syst.) × 10-3. For the first time, the CKM matrix element V c d is extracted via a charmed baryon decay as 0.208 ± 0.01 1 exp. ± 0.00 7 LQCD ± 0.00 1 τ Λ c + . This work highlights a new approach to further understand fundamental interactions in the charmed baryon sector, and showcases the power of modern machine learning techniques in experimental high-energy physics.
UR - https://pubmed.ncbi.nlm.nih.gov/39814737/
UR - https://pmc.ncbi.nlm.nih.gov/articles/PMC11735802/
UR - https://www.scopus.com/record/display.uri?eid=2-s2.0-105002941330&origin=inward&txGid=d34e32f026391f8fc839054c859d94de
U2 - 10.1038/s41467-024-55042-y
DO - 10.1038/s41467-024-55042-y
M3 - Article
C2 - 39814737
VL - 16
JO - Nature Communications
JF - Nature Communications
SN - 2041-1723
IS - 1
M1 - 681
ER -
ID: 65301625