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1. FourierDiffusion FourierDiffusion Public

   This repository implements time series diffusion in the frequency domain.

   Jupyter Notebook 63 9

2. Dynamask Dynamask Public

   This repository contains the implementation of Dynamask, a method to identify the features that are salient for a model to issue its prediction when the data is represented in terms of time series.…

   Python 75 19

3. RobustXAI RobustXAI Public

   This repository contains the implementation of the explanation invariance and equivariance metrics, a framework to evaluate the robustness of interpretability methods.

   Jupyter Notebook 9 2

4. Label-Free-XAI Label-Free-XAI Public

   This repository contains the implementation of Label-Free XAI, a new framework to adapt explanation methods to unsupervised models. For more details, please read our ICML 2022 paper: 'Label-Free Ex…

   Python 25 9

5. Simplex Simplex Public

   This repository contains the implementation of SimplEx, a method to explain the latent representations of black-box models with the help of a corpus of examples. For more details, please read our N…

   Python 24 8

6. CARs CARs Public

   This repository contains the implementation of Concept Activation Regions, a new framework to explain deep neural networks with human concepts. For more details, please read our NeurIPS 2022 paper:…

   Python 16 5