Decoupling Pixel Flipping and Occlusion Strategy for Consistent XAI Benchmarks

1 code implementation • 12 Jan 2024 • Stefan Blücher, Johanna Vielhaben, Nils Strodthoff

The R-OMS score enables a systematic comparison of occlusion strategies and resolves the disagreement problem by grouping consistent PF rankings.

Multi-dimensional concept discovery (MCD): A unifying framework with completeness guarantees

1 code implementation • 27 Jan 2023 • Johanna Vielhaben, Stefan Blücher, Nils Strodthoff

For the trustworthy application of XAI, in particular for high-stake decisions, a more global model understanding is required.

Explainable Artificial Intelligence (XAI)

Reconstructing Kernel-based Machine Learning Force Fields with Super-linear Convergence

1 code implementation • 24 Dec 2022 • Stefan Blücher, Klaus-Robert Müller, Stefan Chmiela

Kernel machines have sustained continuous progress in the field of quantum chemistry.

Sparse Subspace Clustering for Concept Discovery (SSCCD)

no code implementations • 11 Mar 2022 • Johanna Vielhaben, Stefan Blücher, Nils Strodthoff

We empirically demonstrate the soundness of the proposed Sparse Subspace Clustering for Concept Discovery (SSCCD) method for a variety of different image classification tasks.

Clustering Explainable Artificial Intelligence (XAI) +1

PredDiff: Explanations and Interactions from Conditional Expectations

2 code implementations • 26 Feb 2021 • Stefan Blücher, Johanna Vielhaben, Nils Strodthoff

PredDiff is a model-agnostic, local attribution method that is firmly rooted in probability theory.

regression