explainability topic

List explainability repositories
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contextual-ai

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Contextual AI adds explainability to different stages of machine learning pipelines - data, training, and inference - thereby addressing the trust gap between such ML systems and their users. It does...

rrl

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The code of NeurIPS 2021 paper "Scalable Rule-Based Representation Learning for Interpretable Classification" and TPAMI paper "Learning Interpretable Rules for Scalable Data Representation and Classif...

ArenaR

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Data generator for Arena - interactive XAI dashboard

streamlit-shap

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streamlit-shap provides a wrapper to display SHAP plots in Streamlit.

explanation-quality-recsys

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Post Processing Explanations Paths in Path Reasoning Recommender Systems with Knowledge Graphs

AVSL

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[CVPR 2022] Official PyTorch implementation for Attributable Visual Similarity Learning

spatio-temporal-brain

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A Deep Graph Neural Network Architecture for Modelling Spatio-temporal Dynamics in rs-fMRI Data

lernd

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Lernd is ∂ILP (dILP) framework implementation based on Deepmind's paper Learning Explanatory Rules from Noisy Data.

ProtoTree

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ProtoTrees: Neural Prototype Trees for Interpretable Fine-grained Image Recognition, published at CVPR2021

iprompt

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Finding semantically meaningful and accurate prompts.