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Repository for PURE: Turning Polysemantic Neurons Into Pure Features by Identifying Relevant Circuits, accepted at CVPR 2024 XAI4CV Workshop (spotlight)

Jupyter Notebook 7 Updated May 29, 2024

Layer-Wise Relevance Propagation for Large Language Models and Vision Transformers [ICML 2024]

Python 55 4 Updated Jul 23, 2024

Right-Reasons Class Artifact Compensation

Python 7 1 Updated Feb 13, 2024

Prototypical Concept-based Explanations, accepted at SAIAD workshop at CVPR 2024.

Jupyter Notebook 7 1 Updated Jun 27, 2024

Reveal to Revise: An Explainable AI Life Cycle for Iterative Bias Correction of Deep Models. Paper presented at MICCAI 2023 conference.

Python 17 Updated Jan 17, 2024

Concept Relevance Propagation for Localization Models, accepted at SAIAD workshop at CVPR 2023.

Python 10 Updated Jan 16, 2024
Jupyter Notebook 9 Updated Jun 12, 2023

Quantus is an eXplainable AI toolkit for responsible evaluation of neural network explanations

Jupyter Notebook 520 72 Updated Jul 30, 2024

Explainable AI in Julia.

Julia 106 2 Updated Jul 27, 2024

An eXplainable AI toolkit with Concept Relevance Propagation and Relevance Maximization

Jupyter Notebook 106 14 Updated Jun 12, 2024

Some code for generating voronoy-cell toy data

Python 2 Updated Sep 23, 2021

Zennit is a high-level framework in Python using PyTorch for explaining/exploring neural networks using attribution methods like LRP.

Python 185 33 Updated Jul 19, 2024