AI × CryptoBullisharXiv – CS AI · 7h ago7/10
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\texttt{Range-Arithmetic}: Verifiable Deep Learning Inference on an Untrusted Party
Researchers introduce Range-Arithmetic, a novel framework enabling efficient verification of deep neural network inference performed by untrusted parties without re-execution. The method converts non-arithmetic operations into verifiable arithmetic steps using sum-check protocols, reducing computational overhead for both verification and inference while maintaining compatibility with blockchain-based proof systems.