3 papers
cs.CR2026
BadLLM-TG: A Backdoor Defender powered by LLM Trigger Generator
Ruyi Zhang, Heng Gao, Songlei Jian +2
Backdoor attacks compromise model reliability by using triggers to manipulate outputs. Trigger inversion can accurately locate these triggers via a generator and is therefore criti…
cs.CR2026
RAIN: Secure and Robust Aggregation under Shuffle Model of Differential Privacy
Yuhang Li, Yajie Wang, Xiangyun Tang +3
Secure aggregation is a foundational building block of privacy-preserving learning, yet achieving robustness under adversarial behavior remains challenging. Modern systems increasi…
cs.CV2025
Boosting Generative Adversarial Transferability with Self-supervised Vision Transformer Features
Shangbo Wu, Yu-an Tan, Ruinan Ma +3
The ability of deep neural networks (DNNs) come from extracting and interpreting features from the data provided. By exploiting intermediate features in DNNs instead of relying on…