Search Results for author: Katharina Weitz

Found 6 papers, 2 papers with code

Do We Need Explainable AI in Companies? Investigation of Challenges, Expectations, and Chances from Employees' Perspective

no code implementations7 Oct 2022 Katharina Weitz, Chi Tai Dang, Elisabeth André

By providing insights into employees' needs and attitudes towards (X)AI, our project report contributes to the development of XAI solutions that meet the requirements of companies and their employees, ultimately driving the successful adoption of AI technologies in the business context.

Explainable Artificial Intelligence (XAI) Management

What Do End-Users Really Want? Investigation of Human-Centered XAI for Mobile Health Apps

no code implementations7 Oct 2022 Katharina Weitz, Alexander Zellner, Elisabeth André

In healthcare, AI systems support clinicians and patients in diagnosis, treatment, and monitoring, but many systems' poor explainability remains challenging for practical application.

Explainable Artificial Intelligence (XAI)

Alterfactual Explanations -- The Relevance of Irrelevance for Explaining AI Systems

no code implementations19 Jul 2022 Silvan Mertes, Christina Karle, Tobias Huber, Katharina Weitz, Ruben Schlagowski, Elisabeth André

We evaluate our approach in an extensive user study, revealing that it is able to significantly contribute to the participants' understanding of an AI.

counterfactual Counterfactual Explanation +2

Local and Global Explanations of Agent Behavior: Integrating Strategy Summaries with Saliency Maps

1 code implementation18 May 2020 Tobias Huber, Katharina Weitz, Elisabeth André, Ofra Amir

Specifically, we augment strategy summaries that extract important trajectories of states from simulations of the agent with saliency maps which show what information the agent attends to.

Atari Games Decision Making +3

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