wgzhsh's repositories

Awesome-Differential-Privacy

Differential privacy theory and code, differential private machine learning

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PCKV

USENIX Security' 20

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autodp

autodp: A flexible and easy-to-use package for differential privacy

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Differential-Privacy-Based-Federated-Learning

Everything you want about DP-Based Federated Learning, including Papers and Code. (Mechanism: Laplace or Gaussian, Dataset: femnist, shakespeare, mnist, cifar-10 and fashion-mnist. )

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Differential-Privacy-Synthetic-Data-Challenge-assets

This repository contains all public data, python scripts, and documentation relating to NIST Public Safety Communications Research Division's Differential Privacy program including past prize challenges and bechmark problem sets.

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Differentially-Private-Deep-Learning

This repo implements several algorithms for learning with differential privacy.

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Federated-Learning-with-Local-Differential-Privacy

Differential priavcy based federated learning framework by various neural networks and svm using PyTorch.

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geopriv4j

Geopriv4j: An Open Source Repository for Practical Location Privacy

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GS-WGAN

Official implementation of "GS-WGAN: A Gradient-Sanitized Approach for Learning Differentially Private Generators" (NeurIPS 2020)

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HDPView

Experimental source code of HDPView

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loss-landscape

Code for visualizing the loss landscape of neural nets

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Machine-Learning-is-ALL-You-Need

🔥🌟《Machine Learning 格物志》: ML + DL + RL basic codes and notes by sklearn, PyTorch, TensorFlow, Keras & the most important, from scratch!💪 This repository is ALL You Need!

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MPGCN

[ICDE'20] Predicting Origin-Destination Flow via Multi-Perspective Graph Convolutional Network (Pytorch Replication)

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ncsn

Noise Conditional Score Networks (NeurIPS 2019, Oral)

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RFAD

Code for the paper "Efficient Dataset Distillation using Random Feature Approximation"

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secure-kmean-clustering

Practical Privacy-Preserving K-means Clustering (PETS-2020)

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SecureSGD

Heterogeneous Gaussian Mechanism: Preserving Differential Privacy in Deep Learning with Provable Robustness (IJCAI'19).

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sunPytools

Useful tools for differential privacy

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TSPNet

TSPNet: Hierarchical Feature Learning via Temporal Semantic Pyramid for Sign Language Translation

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Wavelet-Deep-Neural-Network-for-Stripe-Noise-Removal

A deep learning approach for stripe noise removal

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WLASL

WACV 2020 "Word-level Deep Sign Language Recognition from Video: A New Large-scale Dataset and Methods Comparison"

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