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DeepProve is a fast and efficient tool that uses zero-knowledge cryptography to prove that neural network inferences (like those from MLPs or CNNs) are done correctly without revealing any private data or the model itself. It speeds up verification significantly, for example, proving CNN inference 158 times faster and dense layers 54 times faster than previous methods. This technology is especially useful in fields like healthcare, finance, and blockchain, where privacy and trust are crucial, allowing you to verify AI results securely without exposing sensitive information or proprietary models. This means you get trustworthy AI verification while keeping data confidential.

https://github.com/Lagrange-Labs/deep-prove