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Hou-Jun Liu

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#machine learning Preprint Sep 2026

Training Witnesses: Trusting the Training without Trusting the Trainer

The key insight is that fast behavioral fingerprints with occasional replay challenges are sufficient for auditing neural network training, and the method is applicable at scale with minimal overhead to the trainer, is cheap for the verifier, rejects bad training runs with amplifiable probability, and allows for exact...

Hou-Jun Liu, Pratyusha Sharma · 0 citations

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