zator

Network verifier

This project verifies the inference of a deep neural network using recursive SNARKs and leverages a folding scheme to reduce computation complexity.

Verifying a 512-layer CNN w/ Nova

GitHub

160 stars
6 watching
13 forks
Language: Circom
last commit: over 3 years ago
Linked from 1 awesome list


Backlinks from these awesome lists:

Related projects:

RepositoryDescriptionStars
tamucrypto/zkcnnAn implementation of a GKR-based snark for CNN model inference, providing a zero-knowledge proof protocol for neural network computations.73
zkp-gravity/0gA system for proving an inference pass for pre-trained neural networks on private inputs.40
zk-ml/tachikomaDefines a standard for serializing neural network inference processes into a graph of operator computational traces.33
ixaxaar/pytorch-dncAn implementation of Differentiable Neural Computers and family for PyTorch, enabling scalable memory-augmented neural networks.338
supercowpowers/zatTools for analyzing and processing large network traffic logs with machine learning and data analysis capabilities428
koz4k/dni-pytorchDecoupled Neural Interfaces using Synthetic Gradients for PyTorch236
fluidex/plonkitProvides tools and utilities for generating and verifying proofs in a zkSNARK proof system159
szagoruyko/binary-wide-resnetAn implementation of a 1-bit weight neural network architecture using PyTorch124
dyhan0920/pyramidnet-pytorchAn implementation of a deep neural network architecture for image classification tasks273
luozhuzhang/zkps-circuit-snarkA zk-SNARK implementation using circom and snarkjs for secure multi-party computation and decentralized applications.61
zjufanlab/spatalkAn R package that infers cell-cell communication and ligand-receptor-target networks from spatially resolved transcriptomic data61
guillaume-chevalier/hyperopt-keras-cnn-cifar-100Automates hyperparameter optimization and neural network architecture search using Hyperopt on a CNN model for the CIFAR-100 dataset106
zalandoresearch/pytorch-dilated-rnnImplementations of Dilated Recurrent Neural Networks in PyTorch211
l0sg/relational-rnn-pytorchAn implementation of DeepMind's Relational Recurrent Neural Networks (Santoro et al. 2018) in PyTorch for word language modeling245
randl/shufflenetv2-pytorchAn implementation of a lightweight convolutional neural network architecture for mobile devices191