socialfoundations / folktables
Datasets derived from US census data
☆246Updated 8 months ago
Alternatives and similar repositories for folktables:
Users that are interested in folktables are comparing it to the libraries listed below
- Code for "Counterfactual Fairness" (NIPS2017)☆52Updated 6 years ago
- Python code for training fair logistic regression classifiers.☆189Updated 3 years ago
- Comparing fairness-aware machine learning techniques.☆160Updated 2 years ago
- python tools to check recourse in linear classification☆74Updated 4 years ago
- Official repository for CMU Machine Learning Department's 10732: Robustness and Adaptivity in Shifting Environments☆73Updated 2 years ago
- Model Agnostic Counterfactual Explanations☆87Updated 2 years ago
- Fair Empirical Risk Minimization (FERM)☆37Updated 4 years ago
- Materials for STAT 991: Topics In Modern Statistical Learning (UPenn, 2022 Spring) - uncertainty quantification, conformal prediction, ca…☆164Updated 8 months ago
- This is a collection of papers and other resources related to fairness.☆91Updated last year
- Wrapper for a PyTorch classifier which allows it to output prediction sets. The sets are theoretically guaranteed to contain the true cla…☆235Updated 2 years ago
- pyDVL is a library of stable implementations of algorithms for data valuation and influence function computation☆116Updated last week
- library for fair auditing and learning of classifiers with respect to rich subgroup fairness.☆32Updated 5 years ago
- Adversarial Attacks on Post Hoc Explanation Techniques (LIME/SHAP)☆82Updated 2 years ago
- Short tutorials on the use of machine learning methods for causal inference☆49Updated 2 years ago
- OpenXAI : Towards a Transparent Evaluation of Model Explanations☆237Updated 5 months ago
- A curated list of awesome Fairness in AI resources☆313Updated last year
- ☆313Updated last year
- Hands-on tutorial on ML Fairness☆70Updated last year
- ☆39Updated 2 years ago
- CARLA: A Python Library to Benchmark Algorithmic Recourse and Counterfactual Explanation Algorithms☆287Updated last year
- LOcal Rule-based Exlanations☆50Updated last year
- Achieve error-rate fairness between societal groups for any score-based classifier.☆15Updated 9 months ago
- 💱 A curated list of data valuation (DV) to design your next data marketplace☆114Updated 2 months ago
- Code and data for the experiments in "On Fairness and Calibration"☆50Updated 2 years ago
- Python package to compute interaction indices that extend the Shapley Value. AISTATS 2023.☆17Updated last year
- OpenDataVal: a Unified Benchmark for Data Valuation in Python (NeurIPS 2023)☆91Updated last month
- Data from the HeartSteps V1 study☆12Updated last year
- Code repository for our paper "Failing Loudly: An Empirical Study of Methods for Detecting Dataset Shift": https://arxiv.org/abs/1810.119…☆102Updated 10 months ago
- General fair regression subject to demographic parity constraint. Paper appeared in ICML 2019.☆15Updated 4 years ago
- A toolbox for differentially private data generation☆128Updated last year