Performance improvement of single-molecule sensors through deep learning-based decoding of tunneling signals enables sub-attomolar sensitivity

X Xinhuan Zhang Z Ziyang Wang (State Key Laboratory of Flexible Electronics (LoFE) & Institute of Flexible Electronics (IFE)) P Ping Duan X Xijuan Wang Y Yiming Chen Y Yuxiao Chen M Manqiu Ma B Bailin Gao C Chuanxiang Chen Z Zhichao Pan C Chuancheng Jia (Center of Single-Molecule Sciences, Institute of Modern Optics, Frontiers Science Center for New Organic Matter, Tianjin Key Laboratory of Micro-scale Optical Information Science and Technology, College of Electronic Information and Optical Engineering, Nankai University, 38 Tongyan Road, Jinnan District, Tianjin 300350, P. R. China) S Saisai Yuan

Article Details

Volume / Issue Vol. 17, Issue 1
Published April 21, 2026
ISSN 2041-1723
Publisher Nature Portfolio

Journal Info

Nature Communications

Nature Portfolio

ISSN: 2041-1723 Open Access Life Sciences

Authors (12)

X

Xinhuan Zhang

Z

Ziyang Wang

State Key Laboratory of Flexible Electronics (LoFE) & Institute of Flexible Electronics (IFE)

P

Ping Duan

X

Xijuan Wang

Y

Yiming Chen

Y

Yuxiao Chen

M

Manqiu Ma

B

Bailin Gao

C

Chuanxiang Chen

Z

Zhichao Pan

C

Chuancheng Jia

Center of Single-Molecule Sciences, Institute of Modern Optics, Frontiers Science Center for New Organic Matter, Tianjin Key Laboratory of Micro-scale Optical Information Science and Technology, College of Electronic Information and Optical Engineering, Nankai University, 38 Tongyan Road, Jinnan District, Tianjin 300350, P. R. China

S

Saisai Yuan