Zakharov et al. proposed a zkML framework Bionetta based on UltraGroth, significantly improving the proof efficiency of custom neural networks and supporting client-side proofs on mobile devices. Zakharov等人在论文中提出了一种基于UltraGroth的zkML框架Bionetta,显著提升了自定义神经网络的证明效率,支持在移动设备上运行客户端证明。
Notes
Bionetta based on UltraGroth protocol, optimizing zkML proof performance
Supports custom neural networks on mobile devices for client-side proofs
Significantly improves proof time compared to EZKL, Lagrange's deep-prove, etc.
Deployable on native EVM smart contracts, without large proof scale and verification overhead