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Multi-path Explanations Library (m-pax_lib)

Authors: Lukas Klein, João B. S. Carvalho

Keywords: Explanatory AI, Disentangled Representations, Shortcut Detection, Medical Imaging

This repository contains a framework which allows for enhanced model interpretability and model robustness. The framework utilizes interpretable disentangled representations for downstream-task prediction which are in a second step visualized and evaluated through a multipath-attribution mapping.

Visualizing and interpreting disentangled representations through multipath-attribution maps.

©Lukas Klein

License

Apache License 2.0

Multi-path Explanations Library in Helmholtz Imaging CONNECT:

Expert

Timo Christian

Deutsches Elektronen-Synchrotron - Hamburg

Project Manager for the Helmholtz Transfer Academy "Future Innovators". Interested in anything that can solve problems. Trying to unlock the potential of scientific development to also solve short-term problems of the real-world.

In Helmholtz Imaging CONNECT
➤Modalities: 237 ➤Applications: 152 ➤Instruments: 0 ➤Labs: 0 ➤Facilities: 36 ➤Centers: 1 ➤Solutions: 49

Expert

Lukas Klein

Deutsches Krebsforschungszentrum - Heidelberg

Skills:
Explanatory Methods, Interpretable Representation-learning, Model uncertainty, Probabilistic AI, Bayesian NN
Projects:
Improving Explainability through Disentangled Feature Representation, XAI in Multiple Instance Learning, Explaining Model-Uncertainty

In Helmholtz Imaging CONNECT
➤Modalities: 0 ➤Applications: 2 ➤Instruments: 0 ➤Labs: 2 ➤Facilities: 0 ➤Centers: 1 ➤Solutions: 1

Application

Explainable AI

Explainable AI (XAI) aims to render model behavior understandable by humans, which can be seen as an intermediate step in extracting causal relations from correlative patterns. Due to the high risk of possible fatal decisions …

In Helmholtz Imaging CONNECT
➤Facilities: 0 ➤Centers: 4 ➤Instruments: 0 ➤Labs: 0 ➤Modalities: 0 ➤Experts: 4 ➤Solutions: 1

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Center

Deutsches Krebsforschungszentrum (DKFZ)

More than 450,000 people are diagnosed with cancer each year in Germany. Cancer is a disease that poses enormous challenges to research, because every cancer is different and its course can vary immensely even from …

In Helmholtz Imaging CONNECT
➤Applications: 33 ➤Facilities: 0 ➤Instruments: 6 ➤Labs: 12 ➤Modalities: 25 ➤Experts: 22 ➤Solutions: 9

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Lab

Interactive Machine Learning (IML)

Considering human interaction when designing machine learning (ML) systems bears great potential: On the one hand, decision-making in ML systems remains imperfect in practice, thus requiring human interaction for safety-critical applications such as clinical diagnostics. …

In Helmholtz Imaging CONNECT
➤Applications: 0 ➤Facilities: 0 ➤Centers: 2 ➤Instruments: 0 ➤Modalities: 0 ➤Experts: 4 ➤Solutions: 2