Code for the paper "Post-hoc Concept Bottleneck Models". Spotlight @ ICLR 2023
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May 20, 2024 - Python
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concept-based-models
Here are 11 public repositories matching this topic...
Repository for our NeurIPS 2022 paper "Concept Embedding Models", our NeurIPS 2023 paper "Learning to Receive Help", and our ICML 2025 paper "Avoiding Leakage Poisoning"
deep-learning concepts pytorch artificial-intelligence neural-networks concept interventions interpretability explainable-ai xai explainability concept-based-explanations concept-based-models concept-interventions
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Oct 10, 2025 - Python
ProtoPFormer: Concentrating on Prototypical Parts in Vision Transformers for Interpretable Image Recognition
computer-vision pytorch explainable-artificial-intelligence explainable-ai vision-transformer concept-based-explanations protopnet part-prototype-networks concept-based-models
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Dec 6, 2022 - Python
This is a list of awesome prototype-based papers for explainable artificial intelligence.
computer-vision awesome-list papers interpretability explainable-artificial-intelligence explainable-ai concept-based-explanations protopnet self-explainable-networks part-prototype-networks concept-based-models
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Dec 12, 2022
[TMI 2024] Code for "Concept-based Lesion Aware Transformer for Interpretable Retinal Disease Diagnosis"
medical-imaging interpretability diabetic-retinopathy concept-based-models fundus-image-classification
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May 2, 2025 - Python
Official implementation of MICCAI2024 paper "Evidential Concept Embedding Models: Towards Reliable Concept Explanations for Skin Disease Diagnosis"
concepts interpretability explainability evidential-deep-learning skin-disease-classifiction concept-based-explanations concept-based-models vision-language-model
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Nov 21, 2024 - Python
Code for the paper "Coherent Concept-based Explanations in Medical Image and Its Application to Skin Lesion Diagnosis", IEEE CVPRW 2023.
deep-learning medical-imaging interpretability explainable-ai skin-lesion-classification explainability melanoma-diagnosis concept-based-explanations trustworthy-ai concept-based-models
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Dec 13, 2024 - Python
Implementation of Concept-level Debugging of Part-Prototype Networks
debugging machine-learning deep-learning pytorch explainability cub200-2011 covid-19 protopnet self-explainable-networks part-prototype-networks concept-based-models iclr2023
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May 9, 2023 - Python
Official Implementation of TMLR's paper: "TabCBM: Concept-based Interpretable Neural Networks for Tabular Data"
concepts tabular-data artificial-intelligence neural-networks tabular explainable-artificial-intelligence interpretable-deep-learning explainable-ai xai explainability concept-based-explanations concept-based-models
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Apr 4, 2024 - Python
Code for the paper "ViConEx-Med: Visual Concept Explainability via Multi-Concept Token Transformer for Medical Image Analysis", 2025.
transformers interpretability diabetic-retinopathy explainable-ai visual-explanations skin-lesion-classification concept-based-models
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Oct 14, 2025 - Python
Official code for the paper "Selective Concept Bottleneck Models Without Predefined Concepts" (TMLR 2025)
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May 19, 2025 - Python
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