algowatchpenn / GerryFair
library for fair auditing and learning of classifiers with respect to rich subgroup fairness.
☆32Updated 5 years ago
Alternatives and similar repositories for GerryFair:
Users that are interested in GerryFair are comparing it to the libraries listed below
- Fair Empirical Risk Minimization (FERM)☆37Updated 4 years ago
- Code for "Counterfactual Fairness" (NIPS2017)☆52Updated 6 years ago
- ☆22Updated 5 years ago
- Code and data for the experiments in "On Fairness and Calibration"☆50Updated 2 years ago
- General fair regression subject to demographic parity constraint. Paper appeared in ICML 2019.☆15Updated 4 years ago
- Datasets derived from US census data☆255Updated 9 months ago
- A benchmark for distribution shift in tabular data☆50Updated 9 months ago
- Python code for training fair logistic regression classifiers.☆189Updated 3 years ago
- Comparing fairness-aware machine learning techniques.☆160Updated 2 years ago
- Statistical inference for fairness auditing☆12Updated last year
- Learning Adversarially Fair and Transferable Representations☆54Updated 6 years ago
- python tools to check recourse in linear classification☆75Updated 4 years ago
- Distributional Shapley: A Distributional Framework for Data Valuation☆30Updated 10 months ago
- Code/figures in Right for the Right Reasons☆55Updated 4 years ago
- Efficient Computation and Analysis of Distributional Shapley Values (AISTATS 2021)☆21Updated last year
- Achieve error-rate fairness between societal groups for any score-based classifier.☆16Updated 10 months ago
- References for Papers at the Intersection of Causality and Fairness☆18Updated 6 years ago
- Local explanations with uncertainty 💐!☆39Updated last year
- ☆37Updated 2 years ago
- Code for ICLR 2020 paper: "Estimating counterfactual treatment outcomes over time through adversarially balanced representations" by I. B…☆58Updated 11 months ago
- Model Agnostic Counterfactual Explanations☆87Updated 2 years ago
- Implementation of Minimax Pareto Fairness framework☆21Updated 4 years ago
- ☆22Updated last year
- ☆12Updated 2 years ago
- ☆14Updated 2 years ago
- An Empirical Framework for Domain Generalization In Clinical Settings☆30Updated 2 years ago
- Code to reproduce our paper on probabilistic algorithmic recourse: https://arxiv.org/abs/2006.06831☆36Updated 2 years ago
- ☆20Updated 5 years ago
- Code accompanying the paper "Preserving Causal Constraints in Counterfactual Explanations for Machine Learning Classifiers"☆30Updated last year
- ☆31Updated 3 years ago