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Do Models Explain Themselves?
Do models explain themselves? counterfactual simulatability of natural language explanations -
Challenge 3 - Blue and Yellow Circles
Challenge 3 - Blue and Yellow Circles: Set of all possible Kandinsky Figures consist of equal size blue and yellow circles. -
Challenge 2 - Nine Circles
Challenge 2 - Nine Circles: Set of Kandinsky Figures consist of 9 circles arranged in a regular grid. -
Challenge 1 - Objects and Shapes
Challenge 1 - Objects and Shapes: Ground truth gt(k) is defined as 'in a Kandinsky Figure small objects are arranged on big shapes same as object shapes, in the big shape of... -
Kandinsky Patterns
Kandinsky Patterns are mathematically describable, simple self-contained hence controllable test data sets for the development, validation and training of explainability in... -
Visual Classification as Linear Combination of Words
Explainability is a longstanding challenge in deep learning, especially in high-stakes domains like healthcare. Common explainability methods highlight image regions that drive...
