GVD: general violence detection via semantic differentiation and orthogonal supervision
Crossref DOI link: https://doi.org/10.1038/s41598-026-50832-4
Published Online: 2026-04-28
Update policy: https://doi.org/10.1007/springer_crossmark_policy
Tan, Meng
Liu, Rongqin
Zhou, Shengkai
Zheng, Qingxiao
Lin, Ling
Text and Data Mining valid from 2026-04-28
Accepted Manuscript valid from 2026-04-28
Article History
Received: 15 November 2025
Accepted: 23 April 2026
First Online: 28 April 2026
Declarations
:
: The authors declare no competing interests.