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Synthcity ⭐ 292

A library for generating and evaluating synthetic tabular data for privacy, fairness and data augmentation.

Deep Explanation Penalization ⭐ 74

Code for using CDEP from the paper "Interpretations are useful: penalizing explanations to align neural networks with prior knowledge" https://arxiv.org/abs/1909.13584

Package for evaluating the performance of methods which aim to increase fairness, accountability and/or transparency

Fairbatch ⭐ 16

FairBatch: Batch Selection for Model Fairness (ICLR 2021)

Inequity Release ⭐ 8

Code to accompany 2019 paper.

Implementation of the models and datasets used in "An Information-theoretic Approach to Distribution Shifts"

Shapley_valuation ⭐ 6

PyTorch reimplementation of computing Shapley values via Truncated Monte Carlo sampling from "What is your data worth? Equitable Valuation of Data" by Amirata Ghorbani and James Zou [ICML 2019]

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