xiangyue9607 / SanTextLinks
Code for Findings of ACL 2021 "Differential Privacy for Text Analytics via Natural Text Sanitization"
☆29Updated 3 years ago
Alternatives and similar repositories for SanText
Users that are interested in SanText are comparing it to the libraries listed below
Sorting:
- ☆75Updated 3 years ago
- ☆21Updated 4 years ago
- A codebase that makes differentially private training of transformers easy.☆176Updated 2 years ago
- A fast algorithm to optimally compose privacy guarantees of differentially private (DP) mechanisms to arbitrary accuracy.☆74Updated last year
- This project's goal is to evaluate the privacy leakage of differentially private machine learning models.☆135Updated 2 years ago
- Code for Exploiting Unintended Feature Leakage in Collaborative Learning (in Oakland 2019)☆54Updated 6 years ago
- Code for Membership Inference Attack against Machine Learning Models (in Oakland 2017)☆200Updated 7 years ago
- Code for Auditing Data Provenance in Text-Generation Models (in KDD 2019)☆10Updated 6 years ago
- Systematic Evaluation of Membership Inference Privacy Risks of Machine Learning Models☆127Updated last year
- Privacy-Preserving Prompt Tuning for Large Language Model☆28Updated last year
- A survey of privacy problems in Large Language Models (LLMs). Contains summary of the corresponding paper along with relevant code☆68Updated last year
- Code for ML Doctor☆91Updated last year
- ☆28Updated last year
- This repo implements several algorithms for learning with differential privacy.☆109Updated 2 years ago
- ☆45Updated 5 years ago
- A library for running membership inference attacks against ML models☆150Updated 2 years ago
- Pytorch implementation of paper Semi-supervised Knowledge Transfer for Deep Learning from Private Training Data (https://arxiv.org/abs/16…☆45Updated 3 years ago
- Python package to create adversarial agents for membership inference attacks againts machine learning models☆46Updated 6 years ago
- DP-BART for Privatized Text Rewriting under Local Differential Privacy☆17Updated 11 months ago
- ☆27Updated last year
- ☆19Updated 4 years ago
- The repository contains the code for analysing the leakage of personally identifiable (PII) information from the output of next word pred…☆101Updated last year
- Membership Inference, Attribute Inference and Model Inversion attacks implemented using PyTorch.☆64Updated last year
- Hidden backdoor attack on NLP systems☆47Updated 3 years ago
- ☆25Updated 2 years ago
- TextHide: Tackling Data Privacy in Language Understanding Tasks☆31Updated 4 years ago
- ☆23Updated last year
- Differentially-private transformers using HuggingFace and Opacus☆143Updated last year
- Training data extraction on GPT-2☆193Updated 2 years ago
- Implementation of the paper : "Membership Inference Attacks Against Machine Learning Models", Shokri et al.☆59Updated 6 years ago