AI-secure / aug-pe
[ICML 2024 Spotlight] Differentially Private Synthetic Data via Foundation Model APIs 2: Text
☆39Updated 4 months ago
Alternatives and similar repositories for aug-pe
Users that are interested in aug-pe are comparing it to the libraries listed below
Sorting:
- Private Evolution: Generating DP Synthetic Data without Training [ICLR 2024, ICML 2024 Spotlight]☆95Updated this week
- ☆26Updated last year
- Differentially-private transformers using HuggingFace and Opacus☆138Updated 8 months ago
- A toolkit to assess data privacy in LLMs (under development)☆57Updated 4 months ago
- Official repo for the paper: Recovering Private Text in Federated Learning of Language Models (in NeurIPS 2022)☆56Updated 2 years ago
- ☆73Updated 2 years ago
- ☆10Updated 2 years ago
- A survey of privacy problems in Large Language Models (LLMs). Contains summary of the corresponding paper along with relevant code☆67Updated 11 months ago
- ☆29Updated 11 months ago
- Private Adaptive Optimization with Side Information (ICML '22)☆16Updated 2 years ago
- ☆37Updated 9 months ago
- [ICLR'24 Spotlight] DP-OPT: Make Large Language Model Your Privacy-Preserving Prompt Engineer☆41Updated 11 months ago
- ☆42Updated 3 months ago
- ☆22Updated 2 years ago
- LAMP: Extracting Text from Gradients with Language Model Priors (NeurIPS '22)☆23Updated 2 years ago
- A codebase that makes differentially private training of transformers easy.☆171Updated 2 years ago
- A fast algorithm to optimally compose privacy guarantees of differentially private (DP) mechanisms to arbitrary accuracy.☆73Updated last year
- A curated list of trustworthy Generative AI papers. Daily updating...☆71Updated 8 months ago
- ☆20Updated 5 months ago
- [NeurIPS 2023] Differentially Private Image Classification by Learning Priors from Random Processes☆12Updated last year
- code release for "Unrolling SGD: Understanding Factors Influencing Machine Unlearning" published at EuroS&P'22☆22Updated 3 years ago
- [CCS 2021] "DataLens: Scalable Privacy Preserving Training via Gradient Compression and Aggregation" by Boxin Wang*, Fan Wu*, Yunhui Long…☆37Updated 3 years ago
- The repository contains the code for analysing the leakage of personally identifiable (PII) information from the output of next word pred…☆93Updated 9 months ago
- Official implementation of "When Machine Unlearning Jeopardizes Privacy" (ACM CCS 2021)☆47Updated 2 years ago
- ☆25Updated 2 years ago
- ☆21Updated last year
- [NeurIPS23 (Spotlight)] "Model Sparsity Can Simplify Machine Unlearning" by Jinghan Jia*, Jiancheng Liu*, Parikshit Ram, Yuguang Yao, Gao…☆67Updated last year
- ☆18Updated 3 years ago
- DPImageBench is an open-source toolkit developed to facilitate the research and application of DP image synthesis.☆18Updated last week
- Fast, memory-efficient, scalable optimization of deep learning with differential privacy☆120Updated 4 months ago