3 papers
cs.CR2026
Public Diffusion Models, Private Images: Key-Controlled Inversion for Conditional Reconstruction
Lijunxian Zhang, Weihai Li, Bin Liu +1
Diffusion models are often deployed in settings where model parameters are publicly accessible (e.g., open-source libraries or released checkpoints). This white-box scenario create…
cs.CR2026
SiGRRW: A Single-Watermark Robust Reversible Watermarking Framework with Guiding Strategy
Zikai Xu, Bin Liu, Weihai Li +2
Robust reversible watermarking (RRW) enables copyright protection for images while overcoming the limitation of distortion introduced by watermark itself. Current RRW schemes typic…
cs.LG2025
PVBF: A Framework for Mitigating Parameter Variation Imbalance in Online Continual Learning
Zelin Tao, Hao Deng, Mingqing Liu +2
Online continual learning (OCL), which enables AI systems to adaptively learn from non-stationary data streams, is commonly achieved using experience replay (ER)-based methods that…