Explore @privacytrustlab Open Source projects

Data Privacy and Trustworthy Machine Learning Research Lab (@privacytrustlab)

privacytrustlab

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Location 🇸🇬 Singapore
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ml_privacy_meter

Privacy Meter: An open-source library to audit data privacy in statistical and machine learning algorithms.

Jupyter Notebook

location_privacy_meter

Location Privacy Meter: A tool to model human mobility and quantify location privacy

datasets

Processed datasets that we have used in our research

bias_in_FL

This is the code repository for the paper titled "Bias Propagation in Federated Learning" which was accepted to the International Conference on Learning Representations (ICLR) 2023.

adversarial_bias

Analyzing Adversarial Bias and the Robustness of Fair Machine Learning

soteria_private_nn_inference

dp_dynamics

Privacy Dynamics of Noisy (Stochastic) Mini-batch Gradient Descent

Data-Order-Randomness-versus-Group-Fairness