BARE-AI: Bit-Flip Attack Resilience in AI Hardware through Built-in Performance Monitors
BARE-AI, a runtime framework that detects, localizes, and mitigates BFAs during inference, and introduces AI Performance Counters, lightweight hardware monitors in the accelerator datapath that capture per-layer activation statistics such as sparsity, entropy, kurtosis, and spectral shift.
Habibur Rahaman, Swastik Bhattacharya, Sanjay Das et al.
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