debmandal / causality-fairness
References for Papers at the Intersection of Causality and Fairness
☆18Updated 6 years ago
Alternatives and similar repositories for causality-fairness:
Users that are interested in causality-fairness are comparing it to the libraries listed below
- Code to reproduce our paper on probabilistic algorithmic recourse: https://arxiv.org/abs/2006.06831☆36Updated 2 years ago
- Code for "Counterfactual Fairness" (NIPS2017)☆52Updated 6 years ago
- Package for causal inference in graphs and in the pairwise settings. Tools for graph structure recovery and dependencies are included.☆30Updated 5 years ago
- ☆44Updated 3 years ago
- Code for ICLR 2020 paper: "Estimating counterfactual treatment outcomes over time through adversarially balanced representations" by I. B…☆58Updated last year
- Code and data for the experiments in "On Fairness and Calibration"☆51Updated 2 years ago
- Realistic benchmark for different causal inference methods. The realism comes from fitting generative models to data with an assumed caus…☆74Updated 4 years ago
- Continuous-Time Modeling of Counterfactual Outcomes Using Neural Controlled Differential Equations (ICML 2022)☆27Updated 2 years ago
- Code for "Generative causal explanations of black-box classifiers"☆34Updated 4 years ago
- Fair Empirical Risk Minimization (FERM)☆37Updated 4 years ago
- ☆38Updated 6 years ago
- ☆22Updated last year
- CEVAE with VampPrior☆11Updated 6 years ago
- Software and pre-processed data for "Using Embeddings to Correct for Unobserved Confounding in Networks"