Per-bit fault injection on 16 DNNs yields safe-unprotected-bit floors (FP16:6, BF16:4, FP32:15) that power a selective-ECC codec with ~27.8% less ECC area and ~17% lower BF16 read energy.
2023.Unequal Error Protection Source–Channel Coding
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From Bit-Position Sensitivity to Unequal Error Protection for DNN Inference Memory
Per-bit fault injection on 16 DNNs yields safe-unprotected-bit floors (FP16:6, BF16:4, FP32:15) that power a selective-ECC codec with ~27.8% less ECC area and ~17% lower BF16 read energy.