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Code for the paper "Post-hoc Concept Bottleneck Models". Spotlight @ ICLR 2023
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"
ProtoPFormer: Concentrating on Prototypical Parts in Vision Transformers for Interpretable Image Recognition
This is a list of awesome prototype-based papers for explainable artificial intelligence.
[TMI 2024] Code for "Concept-based Lesion Aware Transformer for Interpretable Retinal Disease Diagnosis"
Official implementation of MICCAI2024 paper "Evidential Concept Embedding Models: Towards Reliable Concept Explanations for Skin Disease Diagnosis"
Code for the paper "Coherent Concept-based Explanations in Medical Image and Its Application to Skin Lesion Diagnosis", IEEE CVPRW 2023.
Implementation of Concept-level Debugging of Part-Prototype Networks
Official Implementation of TMLR's paper: "TabCBM: Concept-based Interpretable Neural Networks for Tabular Data"
Official code for the paper "Selective Concept Bottleneck Models Without Predefined Concepts" (TMLR 2025)