Finding and removing Clever Hans

Finding and removing Clever Hans: Using explanation methods to ...

We introduce Class Artifact Compensation to unlearn or suppress confounders. We show that Deep Neural Networks tend to overfit to Clever Hans artifacts in data.

Using Explanation Methods to Debug and Improve Deep Models

Finding and Removing Clever Hans: Using Explanation Methods to Debug and Improve Deep Models. Authors:Christopher J. Anders, Leander Weber, ...

Finding and removing Clever Hans: : Using explanation methods to ...

Highlights. •. We extend Spectral Relevance Analysis for large scale analyses of Clever Hans traits. •. We introduce Class Artifact Compensation to unlearn or ...

Using explanation methods to debug and improve deep models

Semantic Scholar extracted view of "Finding and removing Clever Hans: Using explanation methods to debug and improve deep models" by Christopher J. Anders ...

Finding and Removing Clever Hans: Using Explanation Methods to ...

The spectral embeddings at the bottom of Figure 7 form a crescent-like shape for all classes. When the attribution can be well separated, clean and artifact ...

Using Explanation Methods to Debug and Improve Deep Models

Finding and Removing Clever Hans: Using Explanation Methods to Debug and Improve Deep Models. Work. Year: 2019. Type: preprint.

Finding and removing Clever Hans: Using explanation methods to ...

Supporting: 1, Mentioning: 57 - Finding and removing Clever Hans: Using explanation methods to debug and improve deep models - Anders, Christopher J., ...

(Open Access) Finding and removing Clever Hans: Using ...

Finding and removing Clever Hans: Using explanation methods to debug and improve deep models ... About: This article is published in Information Fusion.The ...

(Open Access) Finding and Removing Clever Hans: Using ...

Contemporary learning models for computer vision are typically trained on very large (benchmark) datasets with millions of samples.

Finding and removing Clever Hans: Using explanation methods to ...

Finding and removing Clever Hans: Using explanation methods to debug and improve deep models. C. Anders, L. Weber, D. Neumann, W. Samek, K. Müller, and S ...

Spectral Relevance Analysis - Fraunhofer Heinrich-Hertz-Institut

Finding and removing Clever Hans: Using explanation methods to debug and improve deep models, ... Wojciech Samek. Head of Artificial Intelligence Department, Head ...

Unmasking Clever Hans Predictors and Assessing What Machines ...

Removing the tag also removes the ability to classify the picture as a horse. ... On the other hand, one could argue that the only intelligence to be found is in ...

Preemptively pruning Clever-Hans strategies in deep neural networks

-R., Lapuschkin S. Finding and removing Clever Hans: Using explanation methods to debug and improve deep models. Inf. Fusion, 77 (2022), pp. 261-295. View PDF ...

Unmasking Clever Hans predictors and assessing what machines ...

Removing the tag also removes the ability to classify the picture as a horse. Furthermore, inserting the tag on a car image changes the ...

Towards Fixing Clever-Hans Predictors with Counterfactual ...

Finding and removing clever hans: using explana- tion methods to debug and improve deep models. Informa- tion Fusion, 77:261–295, 2022. 2, 5. [3] Sebastian ...

[PDF] Preemptively Pruning Clever-Hans Strategies in Deep Neural ...

Semantic Scholar extracted view of "Preemptively Pruning Clever-Hans ... Finding and removing Clever Hans: Using explanation methods to debug and improve deep ...

(CLEVER HANS) The HORSE That Learned MATHEMATICS

... find all sorts of content: from training, diet or beauty and everything that can be useful for you as a pet owner or animal lover. Want to ...

Clever Hans and the Uncanny Valley - Sandofsky

If Siri gets a ChatGPT-like functionality, it hinges on Apple finding a way to make AI not tell you to put glue on your pizza. If every Siri ...

Towards Fixing Clever-Hans Predictors with Counterfactual ...

Finding and removing Clever Hans: Using explanation methods to debug and improve deep models. Article. Aug 2021; INFORM FUSION. Christopher J. Anders · Leander ...

Clever Hans | Psychology Wiki | Fandom

... find some way of testing the animals' achievements which eliminates the risk of Clever Hans effects. However, simply removing the trainer from the scene may ...