3 papers
cs.CV2026
Open-Set Visual Text Forensics via Sparse-Constraint Rectified Flow
Jiangling Zhang, Shuxuan Gao, Zeyu Chen +2
Rapidly evolving Generative AI enables sophisticated visual text manipulations that increasingly evade current forensic detectors. Existing discriminative models often overfit spec…
cs.CL2026
ZenGen: Social Mind for LLMs
ZenGen Team, Zing Team, Ao Xiang +57
As large language models move from isolated task solving toward long-term service in human environments, they require social intelligence: the ability to infer mental states, track…
cs.CV2026
Detecting AI-Generated Forgeries via Iterative Manifold Deviation Amplification
Jiangling Zhang, Shuxuan Gao, Bofan Liu +4
The proliferation of highly realistic AI-generated images poses critical challenges for digital forensics, demanding precise pixel-level localization of manipulated regions. Existi…