Princeton-SysML / FILM
Official repo for the paper: Recovering Private Text in Federated Learning of Language Models (in NeurIPS 2022)
☆56Updated 2 years ago
Alternatives and similar repositories for FILM:
Users that are interested in FILM are comparing it to the libraries listed below
- Private Adaptive Optimization with Side Information (ICML '22)☆16Updated 2 years ago
- ☆72Updated 2 years ago
- Federated Learning Framework Benchmark (UniFed)☆49Updated last year
- LAMP: Extracting Text from Gradients with Language Model Priors (NeurIPS '22)☆23Updated 2 years ago
- ☆22Updated 2 years ago
- ☆18Updated 3 years ago
- This repo implements several algorithms for learning with differential privacy.☆107Updated 2 years ago
- ☆27Updated 2 years ago
- [ICLR'24 Spotlight] DP-OPT: Make Large Language Model Your Privacy-Preserving Prompt Engineer☆39Updated 10 months ago
- ☆26Updated last year
- The official implement of paper "Does Federated Learning Really Need Backpropagation?"☆24Updated 2 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
- ☆32Updated last year
- ☆10Updated 2 years ago
- code release for "Unrolling SGD: Understanding Factors Influencing Machine Unlearning" published at EuroS&P'22☆22Updated 3 years ago
- ☆42Updated 2 months ago
- Code Repo for paper Label Leakage and Protection in Two-party Split Learning (ICLR 2022).☆23Updated 3 years ago
- Official implementation of "RelaxLoss: Defending Membership Inference Attacks without Losing Utility" (ICLR 2022)☆49Updated 2 years ago
- ☆21Updated last year
- A survey of privacy problems in Large Language Models (LLMs). Contains summary of the corresponding paper along with relevant code☆67Updated 10 months ago
- ☆15Updated last year
- The collection of papers about Private Evolution☆13Updated this week
- ☆54Updated 2 years ago
- A toolkit to assess data privacy in LLMs (under development)☆57Updated 3 months ago
- Updated 10 months ago
- A codebase that makes differentially private training of transformers easy.☆171Updated 2 years ago
- Code for Auditing DPSGD☆37Updated 3 years ago
- Certified Removal from Machine Learning Models☆65Updated 3 years ago
- ☆62Updated last year
- Papers related to federated learning in top conferences (2020-2024).☆68Updated 6 months ago