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