stefanoteso / caipiLinks
CAIPI turns LIMEs into trust!
☆12Updated 5 years ago
Alternatives and similar repositories for caipi
Users that are interested in caipi are comparing it to the libraries listed below
Sorting:
- Model Agnostic Counterfactual Explanations☆87Updated 2 years ago
- Datasets derived from US census data☆268Updated last year
- Adversarial Attacks on Post Hoc Explanation Techniques (LIME/SHAP)☆83Updated 2 years ago
- All about explainable AI, algorithmic fairness and more☆110Updated last year
- CARLA: A Python Library to Benchmark Algorithmic Recourse and Counterfactual Explanation Algorithms☆292Updated last year
- python tools to check recourse in linear classification☆78Updated 4 years ago
- ☆20Updated 6 years ago
- Wrapper for a PyTorch classifier which allows it to output prediction sets. The sets are theoretically guaranteed to contain the true cla…☆244Updated 2 years ago
- Library for statistical testing and comparison of algorithm results☆15Updated last month
- List of relevant resources for machine learning from explanatory supervision☆159Updated last month
- A repository for explaining feature attributions and feature interactions in deep neural networks.☆188Updated 3 years ago
- Calibration library and code for the paper: Verified Uncertainty Calibration. Ananya Kumar, Percy Liang, Tengyu Ma. NeurIPS 2019 (Spotlig…☆150Updated 2 years ago
- Code for "Counterfactual Fairness" (NIPS2017)☆55Updated 7 years ago
- library for fair auditing and learning of classifiers with respect to rich subgroup fairness.☆32Updated 5 years ago
- Meaningful Local Explanation for Machine Learning Models☆41Updated 2 years ago
- Code repository for our paper "Failing Loudly: An Empirical Study of Methods for Detecting Dataset Shift": https://arxiv.org/abs/1810.119…☆105Updated last year
- Supervised Local Modeling for Interpretability☆29Updated 6 years ago
- Reference tables to introduce and organize evaluation methods and measures for explainable machine learning systems☆74Updated 3 years ago
- Fairness toolkit for pytorch, scikit learn and autogluon☆32Updated 8 months ago
- Achieve error-rate fairness between societal groups for any score-based classifier.☆19Updated 2 weeks ago
- Python code for training fair logistic regression classifiers.☆189Updated 3 years ago
- Official repository for CMU Machine Learning Department's 10732: Robustness and Adaptivity in Shifting Environments☆74Updated 2 years ago
- Uncertainty Quantification 360 (UQ360) is an extensible open-source toolkit that can help you estimate, communicate and use uncertainty i…☆265Updated 3 months ago
- ☆14Updated last year
- Minimal template for a Python library project☆11Updated 2 years ago
- For calculating global feature importance using Shapley values.☆274Updated this week
- Public home of pycorels, the python binding to CORELS☆80Updated 5 years ago
- A lightweight implementation of removal-based explanations for ML models.☆58Updated 4 years ago
- Python package to compute interaction indices that extend the Shapley Value. AISTATS 2023.☆17Updated last year
- OpenXAI : Towards a Transparent Evaluation of Model Explanations☆247Updated last year