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Comparing the Performance of Small Word-Size Floating-Point Numerics to Fixed-Point Numerics in Neural Networks

Vennapusa, Lakshmi GrishmaGeorgia Institute of Technology2025

… precision adjustments and incorporates a novel bit-shuffling mechanism to reallocate bits between exponent and mantissa fields before escalating to higher-precision formats. This fine-grained control enables minimal precision escalation while preserving numerical fidelity. The APT framework is …

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