3 papers
cs.CR2025
Provable Repair of Deep Neural Network Defects by Preimage Synthesis and Property Refinement
Jianan Ma, Jingyi Wang, Qi Xuan +1
It is known that deep neural networks may exhibit dangerous behaviors under various security threats (e.g., backdoor attacks, adversarial attacks and safety property violation) and…
cs.CR2024
Towards Personal Data Sharing Autonomy:A Task-driven Data Capsule Sharing System
Qiuyun Lyu, Yilong Zhou, Yizhi Ren +2
Personal data custodian services enable data owners to share their data with data consumers in a convenient manner, anytime and anywhere. However, with data hosted in these service…
cs.AI2024
Unstoppable Attack: Label-Only Model Inversion via Conditional Diffusion Model
Rongke Liu, Dong Wang, Yizhi Ren +4
Model inversion attacks (MIAs) aim to recover private data from inaccessible training sets of deep learning models, posing a privacy threat. MIAs primarily focus on the white-box s…