Auditing unauthorized training data from AI generated content using information isotopes

T Tao Qi J Jinhua Yin D Dongqi Cai Y Yueqi Xie (Department of Computer Science & Engineering) H Huili Wang Z Zhiyang Hu P Peiru Yang G Guoshun Nan Z Zhili Zhou C Chuhan Wu L Lingjuan Lyu S Shangguang Wang Y Yongfeng Huang N Nicholas D. Lane

Article Details

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

Journal Info

Nature Communications

Nature Portfolio

ISSN: 2041-1723 Open Access Life Sciences

Authors (14)

T

Tao Qi

J

Jinhua Yin

D

Dongqi Cai

Y

Yueqi Xie

Department of Computer Science & Engineering

H

Huili Wang

Z

Zhiyang Hu

P

Peiru Yang

G

Guoshun Nan

Z

Zhili Zhou

C

Chuhan Wu

L

Lingjuan Lyu

S

Shangguang Wang

Y

Yongfeng Huang

N

Nicholas D. Lane