explainability topic

List explainability repositories

deep-explanation-penalization

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Code for using CDEP from the paper "Interpretations are useful: penalizing explanations to align neural networks with prior knowledge" https://arxiv.org/abs/1909.13584

flashtorch

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Visualization toolkit for neural networks in PyTorch! Demo -->

responsible-ai-toolbox

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Responsible AI Toolbox is a suite of tools providing model and data exploration and assessment user interfaces and libraries that enable a better understanding of AI systems. These interfaces and libr...

pnet_prostate_paper

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P-NET, Biologically informed deep neural network for prostate cancer classification and discovery

CARLA

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

cxplain

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Causal Explanation (CXPlain) is a method for explaining the predictions of any machine-learning model.

sage

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For calculating global feature importance using Shapley values.

thermostat

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Collection of NLP model explanations and accompanying analysis tools

azimuth

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Helping AI practitioners better understand their datasets and models in text classification. From ServiceNow.

OpenXAI

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OpenXAI : Towards a Transparent Evaluation of Model Explanations