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Awesome-explainable-AI wangyongjie-ntu

180

1.3k

mit

35

A collection of research materials on explainable AI/ML

xai xml recourse explainable-ai interpretability interpretable-ai explanation-system counterfactual-explanations

Created 2020-02-16

433 commits to master branch, last one about a month ago

DiCE interpretml

183

1.3k

mit

18

Generate Diverse Counterfactual Explanations for any machine learning model.

xai deep-learning explainable-ai explainable-ml machine-learning counterfactual-explanations interpretable-machine-learning

Created 2019-05-02

779 commits to main branch, last one 2 months ago

optbinning guillermo-navas-palencia

98

432

apache-2.0

18

Optimal binning: monotonic binning with constraints. Support batch & stream optimal binning. Scorecard modelling and counterfactual explanations.

woe mdlp python stream binning scorecard woebinning optimization credit-scoring streaming-data batch-processing counterfactual-explanations

Created 2019-12-31

894 commits to master branch, last one 5 months ago

CARLA carla-recourse

60

272

mit

6

CARLA: A Python Library to Benchmark Algorithmic Recourse and Counterfactual Explanation Algorithms

python pytorch recourse benchmark tensorflow tensorflow2 benchmarking counterfactual explainability explainable-ai explainable-ml counterfactuals machine-learning artificial-intelligence counterfactual-explanations

Created 2020-12-09

121 commits to main branch, last one about a year ago

CounterfactualExplanations.jl JuliaTrustworthyAI

6

114

mit

6

A package for Counterfactual Explanations and Algorithmic Recourse in Julia.

julia deep-learning explainable-ai machine-learning counterfactual-explanations

Created 2021-12-22

1,772 commits to main branch, last one about a month ago

TSInterpret fzi-forschungszentrum-informatik

8

106

bsd-3-clause

3

An Open-Source Library for the interpretability of time series classifiers

time-series explainable-ai explainable-ml interpretability interpretable-ml feature-attribution counterfactual-explanations interpretable-machine-learning explainable-artificial-intelligence

Created 2022-08-15

449 commits to main branch, last one 2 months ago

mace charmlab

11

86

unknown

4

Model Agnostic Counterfactual Explanations

xai explainable-ai explainable-ml machine-learning counterfactual-explanations interpretable-machine-learning

Created 2019-06-20

111 commits to master branch, last one 3 years ago

Causation-inComputerVision MaheepChaudhary

6

78

unknown

7

The repository contains lists of papers on causality and how relevant techniques are being used to further enhance deep learning era computer vision solutions.

causality counterfactual computer-vision causal-inference counterfactual-explanations

Created 2022-01-02

265 commits to main branch, last one 10 months ago

debug-mistakes-cce mertyg

7

72

mit

8

Meaningfully debugging model mistakes with conceptual counterfactual explanations. ICML 2022

concepts explanations interpretability counterfactual-explanations

Created 2022-05-30

5 commits to main branch, last one about a year ago

CFAI wangyongjie-ntu

8

48

mit

3

A collection of algorithms of counterfactual explanations.

pytorch recourse explainable-ai explainable-ml interpretability counterfactual-explanations explainable-machine-learning

Created 2020-10-05

99 commits to main branch, last one 3 years ago

ACE guillaumejs2403

2

37

mit

1

This repository contains the official code for the CVPR 2023 paper ``Adversarial Counterfactual Visual Explanations''

pytorch counterfactual-explanations

Created 2023-02-28

7 commits to main branch, last one about a year ago

CLUE cambridge-mlg

4

35

mit

11

Code for the paper "Getting a CLUE: A Method for Explaining Uncertainty Estimates"

paper research publication uncertainty latent-space transparency deep-learning counterfactual neural-networks generative-model interpretability machine-learning aleatoric-uncertainty epistemic-uncertainty counterfactual-explanations

Created 2021-03-16

6 commits to master branch, last one 9 months ago