2 citations · 2 across the 3 of their papers we have counts for
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cs.LG2024
Persistent Backdoor Attacks in Continual Learning
Zhen Guo, Abhinav Kumar, Reza Tourani
Backdoor attacks pose a significant threat to neural networks, enabling adversaries to manipulate model outputs on specific inputs, often with devastating consequences, especially…
cs.LG2024
Silver Linings in the Shadows: Harnessing Membership Inference for Machine Unlearning
Nexhi Sula, Abhinav Kumar, Jie Hou +2
With the continued advancement and widespread adoption of machine learning (ML) models across various domains, ensuring user privacy and data security has become a paramount concer…
cs.LG2024★ 2 cited
Unveiling the Unseen: Exploring Whitebox Membership Inference through the Lens of Explainability
Chenxi Li, Abhinav Kumar, Zhen Guo +2
The increasing prominence of deep learning applications and reliance on personalized data underscore the urgent need to address privacy vulnerabilities, particularly Membership Inf…