TRR 318 - Project C01: Healthy distrust in explanations
The focus is on crucial overarching properties of decisions and explanations. The aim is to investigate the important question of how a person’s critical attitude towards an AI system can be supported by fostering a healthy distrust in intelligent systems, and whether and how this attitude can be reinforced by means of explainable machine learning ...
Duration: 07/2021 - 12/2025
TRR 318 - Project C02: Interactive learning of explainable, situation-adapted decision models
The focus of Project C02 investigates a novel approach through which the space of possible models explaining a certain decision can be explored interactively by a user until a model is found that satisfies the needs of the user in terms of the trade-off between accuracy and model complexity. The project defines and explores a refinement relation ...
Duration: 07/2021 - 12/2025
TRR 318 - Project C04: Metaphors as an explanation tool
Project C04 investigates metaphors as a specific means to make difficult phenomena interpretable. The innovative aspect is to regard both highlighting and hiding processes when metaphors are utilized in explanations. The project aims to understand how metaphors may either facilitate or impede understanding, and how this understanding can be applied ...
Duration: 07/2021 - 12/2025
TRR 318 - Project C06: Technically enabled explanation of speaker traits
A voice might be described as hoarse, or it may be clear, deep, or breathy. Researchers in Project C06 are looking at issues of how different vocal traits sound, and how a voice can be represented in all of its many facets. Here, linguists and computer scientists are working to develop an intelligent system that professionals can use to explain the ...
Duration: 07/2021 - 12/2025
BIKINI - Bionics and AI for Sustainable Integration of Product Development for Resource-Efficient Lightweight Construction
To curb climate change, CO2 emissions must be reduced. One of the key technologies is lightweight design and the CO2 savings that can be achieved during the product use phase - especially in the area of mobility - through weight reduction. Within the framework of the BIKINI joint project funded by the Federal Ministry for Economic Affairs and ...
Duration: 07/2021 - 06/2024
Wirksamkeit von scaling up Maßnahmen der personalen und materialen Strategie
Early childhood mathematics education is an integral component of the vocational training of early childhood educators. To support vocational school teachers in the high-quality implementation of this field in their practice the professional development course ‘EmMa-Fachschule’ (early childhood educators do mathematics – vocational school) ...
Duration: 07/2021 - 10/2025
Digitalisierung als Herausforderung und Innovation in der Hochschullehre (DigiSELF), Teilprojekt 2 „Entwicklung eines Programms studentischer „Culture Fellows“ zur Unterstützung in komplexen Lehr-, Lern-, und Prüfungssettings“
Studium und Lehre stehen vor gravierenden Veränderungen. Distanzlehre hat neue Wege aufgezeigt, und eine zunehmend heterogene Studierendenschaft fordert zur Individualisierung der Lern- und Studienangebote auf. Erkennbar ist auch, dass Anforderungen an Selbstorganisation und -steuerung zunehmen. Hier setzt das vorliegende Arbeitspaket an. Culture ...
Duration: 07/2021 - 12/2025
TRR 318 - Project B05: Co-constructing explainability with an interactively learning robot
In close collaboration with Project Ö, Project B05 tackles the question of how explainability can be achieved through co-construction within learning task rather than an explicit explanation. More specifically, it investigates how explainees’ mental model about a learning robot is influenced by their gender, age, and workshops (from Project Ö that ...
Duration: 07/2021 - 12/2025
TRR 318 - Project C03: Interpretable machine learning: Explaining change
Project C03 centers on how to account for dynamic properties of an explanandum. Its target is to deliver a model that will explain a drift of data that a machine learning model undergoes over time as a result of nonstationary distributions and evolving training data. The project will go beyond a mere transfer of established methodology ...
Duration: 07/2021 - 12/2025
TRR 318 - Project C05: Creating explanations in collaborative human–machine knowledge exploration
Project C05 is concerned with developing the foundations of systems that interactively support users in exploring a decision domain to reach a decision that is explainable and accountable. The focus is on modeling the use of interventional and counterfactual inferences over domain knowledge in an explorative decision-making process. On this basis, ...
Duration: 07/2021 - 12/2025