Blockchain (Merkle Trees)

Optimistic Verifiable Training by Controlling Hardware Nondeterminism

This research details a novel method for verifiable machine learning model training by controlling hardware non-determinism, ensuring identical model outputs across different GPUs for enhanced security and accountability.