This work proposes GraphRP (Graph Reprogramming Protection), a proactive defense framework that repurposes Model Reprogramming for security, and proves a lower bound on the attacker's estimation error that increases with the structural sensitivity of the reprogramming noise.
Yan Wen, Zhenyi Wang, Heng Huang· Proceedings of the 32nd ACM...· 0 citations
A novel multi-modal deep learning model with intermediate fusion: multi-omics fusion neural network- computational cell counting (MOFUN-CCC) designed to predict absolute cell counts directly by integrating gene expression and DNA methylation data within a supervised framework, assuming that the underlying true cell com...
This work proposes GraphRP (Graph Reprogramming Protection), a proactive defense framework that repurposes Model Reprogramming for security, and proves a lower bound on the attacker's estimation error that increases with the structural sensitivity of the reprogramming noise.
Yan Wen, Zhenyi Wang, Heng Huang· Proceedings of the 32nd ACM...· 0 citations
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