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Rowhammer-Based Trojan Injection: One Bit Flip Is Sufficient...

Talkat USENIX Security '25 · 2025-08-13..08-15· [security, machine-learning]
name:Ying Meng
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Claims a practical one-bit flip Rowhammer backdoor that works on full-precision models by flipping one exponent bit in the classification layer, finding weights whose exponent bit change promotes a target class, and optimizing a small L1-constrained trigger to activate that weight. Evaluated on CIFAR-10, CIFAR-100, GTSRB and ImageNet (including a vision transformer), it reports up to 99.9% attack success (99.6% average) with benign accuracy loss as low as 0.005% (0.06% average) and resists existing defenses.

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