interpretability-and-explainability topic

List interpretability-and-explainability repositories

IBGNN

49
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7
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MICCAI 2022 (Oral): Interpretable Graph Neural Networks for Connectome-Based Brain Disorder Analysis

DISC

34
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5
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Official code of "Discover and Cure: Concept-aware Mitigation of Spurious Correlation" (ICML 2023)

CVPR2022-OrphicX

32
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13
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Official code for the CVPR 2022 (oral) paper "OrphicX: A Causality-Inspired Latent Variable Model for Interpreting Graph Neural Networks."

GREA

32
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5
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[KDD'22] Source codes of "Graph Rationalization with Environment-based Augmentations"

ST-ProtoPNet

17
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1
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[ICCV 2023] Learning Support and Trivial Prototypes for Interpretable Image Classification