1 citations · 1 across the 3 of their papers we have counts for
3 papers
cs.AI2026★ 1 cited
Leveraging Imperfect Restoration for Data Availability Attack
Yi Huang, Jeremy Styborski, Mingzhi Lyu +2
The abundance of online data is at risk of unauthorized usage in training deep learning models. To counter this, various Data Availability Attacks (DAAs) have been devised to make…
cs.CV2026
Transferable Attack against Face Swapping in an Extended Space
Mingzhi Lyu, Yi Huang, Jun Xie +3
Although deep Face Swapping (FS) models may benefit the entertainment industry, they pose severe threats to privacy and security. Existing protections, including deepfake detection…
cs.CV2024
Exploiting Supervised Poison Vulnerability to Strengthen Self-Supervised Defense
Jeremy Styborski, Mingzhi Lyu, Yi Huang +1
Availability poisons exploit supervised learning (SL) algorithms by introducing class-related shortcut features in images such that models trained on poisoned data are useless for…