This repo implements several algorithms for learning with differential privacy.
☆110Dec 15, 2022Updated 3 years ago
Alternatives and similar repositories for Differentially-Private-Deep-Learning
Users that are interested in Differentially-Private-Deep-Learning are comparing it to the libraries listed below
Sorting:
- ☆27Dec 15, 2022Updated 3 years ago
- Code to accompany the paper "Deep Learning with Gaussian Differential Privacy"☆34Apr 29, 2021Updated 4 years ago
- A codebase that makes differentially private training of transformers easy.☆183Dec 9, 2022Updated 3 years ago
- ☆10Jun 1, 2022Updated 3 years ago
- [CCS 2021] "DataLens: Scalable Privacy Preserving Training via Gradient Compression and Aggregation" by Boxin Wang*, Fan Wu*, Yunhui Long…☆36Dec 28, 2021Updated 4 years ago
- Amortized version of the differentially private SGD algorithm published in "Deep Learning with Differential Privacy" by Abadi et al. Enfo…☆43Apr 12, 2024Updated last year
- Pytorch implementation of paper Semi-supervised Knowledge Transfer for Deep Learning from Private Training Data (https://arxiv.org/abs/16…☆46Nov 29, 2021Updated 4 years ago
- Differential Privacy Preservation in Deep Learning under Model Attacks☆135Apr 16, 2021Updated 4 years ago
- ☆78May 28, 2022Updated 3 years ago
- Differentially private federated learning: A systematic review (ACM Survey); Adap dp-fl: Differentially private federated learning with a…☆381Sep 2, 2025Updated 6 months ago
- Differential Privacy Protection against MembershipInference Attack on Machine Learning for Genomic Data☆19Aug 4, 2020Updated 5 years ago
- ☆24Apr 29, 2022Updated 3 years ago
- Training PyTorch models with differential privacy☆1,907Updated this week
- Differential private machine learning☆201Feb 10, 2022Updated 4 years ago
- ☆15Jun 5, 2023Updated 2 years ago
- [ICLR'24 Spotlight] DP-OPT: Make Large Language Model Your Privacy-Preserving Prompt Engineer☆46May 30, 2024Updated last year
- Dopamine: Differentially Private Federated Learning on Medical Data (AAAI - PPAI)☆76Feb 9, 2025Updated last year
- Implementation of dp-based federated learning framework using PyTorch☆315Jan 3, 2026Updated 2 months ago
- Differentially-private transformers using HuggingFace and Opacus☆146Aug 28, 2024Updated last year
- ☆12Jan 5, 2023Updated 3 years ago
- Fast, memory-efficient, scalable optimization of deep learning with differential privacy☆139Jan 22, 2026Updated last month
- Differential priavcy based federated learning framework by various neural networks and svm using PyTorch.☆35Feb 8, 2021Updated 5 years ago
- Code for the WWW21 paper "Not All Features Are Equal: Discovering Essential Features for Preserving Prediction Privacy"☆12Feb 15, 2021Updated 5 years ago
- Everything you want about DP-Based Federated Learning, including Papers and Code. (Mechanism: Laplace or Gaussian, Dataset: femnist, shak…☆421Oct 26, 2024Updated last year
- Code for Auditing DPSGD☆37Feb 15, 2022Updated 4 years ago
- ☆13Oct 20, 2022Updated 3 years ago
- Differentially Private Federated Learning on Heterogeneous Data☆73Feb 22, 2022Updated 4 years ago
- ☆80May 22, 2022Updated 3 years ago
- Code repo for the paper "Privacy-aware Compression for Federated Data Analysis".☆19May 31, 2023Updated 2 years ago
- Implementation of Shuffled Model of Differential Privacy in Federated Learning." AISTATS, 2021.☆18Oct 4, 2022Updated 3 years ago
- A fast algorithm to optimally compose privacy guarantees of differentially private (DP) mechanisms to arbitrary accuracy.☆76Feb 15, 2024Updated 2 years ago
- Private Evolution: Generating DP Synthetic Data without Training [ICLR 2024, ICML 2024 Spotlight]☆111Nov 8, 2025Updated 3 months ago
- ☆333Dec 25, 2025Updated 2 months ago
- ☆14Feb 24, 2020Updated 6 years ago
- [CCS 2025] DPImageBench is an open-source toolkit developed to facilitate the research and application of DP image synthesis.☆29Feb 19, 2026Updated last week
- Improved DP-SGD for optimizing☆20Mar 23, 2019Updated 6 years ago
- Simulate a federated setting and run differentially private federated learning.☆387Mar 7, 2025Updated 11 months ago
- This repository contains the official implementation for the manuscript: Make Landscape Flatter in Differentially Private Federated Lear…☆56Oct 12, 2025Updated 4 months ago
- Code to accompany the paper "Deep Learning with Gaussian Differential Privacy"☆49Apr 29, 2021Updated 4 years ago