Quantization reduces a model's decision margin by a multiplicative factor that collapses at low bit-widths, making per-decision flip probabilities predictable with small error, while the constants stay model-specific.
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Quantization Damage Is Multiplicative, Not Additive
Quantization reduces a model's decision margin by a multiplicative factor that collapses at low bit-widths, making per-decision flip probabilities predictable with small error, while the constants stay model-specific.