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LEAN: Loss-Engineered Modulation of the Model Weight-Sensitivity Distribution for Efficient, Error-Tolerant Neural Networks

arXiv cs.LG ↗ · 2026-10-22 Cached

The paper introduces LEAN, a loss-engineered regularization method that reshapes a trained model's weight-sensitivity distribution, shrinking the sensitive tail 5-13x and enabling models to survive hundreds of bit-flip attacks while storing ImageNet ResNet-50 at a 3.29-bit payload (2.4x smaller than INT8).

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