Witnesses Lets AI Training Claims Be Verified Without Reruns

Researchers from NYU and Stanford have released Witnesses, a tool that generates verifiable certificates of AI training data claims with PyTorch/JAX, allowing others to verify training statements without rerunning training.

2026-11-07 ~ 2026-11-07 · 2 related posts

• NYU's Witnesses lets researchers prove what data their AI training used, no rerun needed — pratyusha_PS · 2026-11-07
• Get started with Witnesses: generate dataset provenance certificates in PyTorch or JAX — pratyusha_PS · 2026-11-07