Author

Markus Langer

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Preprint Sep 2026

Anticipatory Human Oversight of Agentic AI: A Philosophical Account

Human oversight is widely held to mitigate the risks of AI systems. Even for systems that produce discrete outputs at identifiable decision points, the realisation of human oversight as a reactive measure is empirically fragile, yet increasingly well understood. However, for agentic AI -- systems that plan, decompose g...

Kevin Baum, Maximilian Kiener, Markus Langer et al. · 0 citations

#artificial intelligence Open access Apr 2025

Are explainable AI (XAI) evaluation strategies aligned? Comparing subjective, objective, and mathematical evaluation measures using saliency maps

It is found that each family of methods leads to different conclusions: participants reported no differences in trust or satisfaction, Grad-CAM improved user performance, while mathematical metrics favored Guided Backpropagation, and implications for XAI evaluation frameworks are discussed.

Felix Kares, Timo Speith, Hanwei Zhang et al. · Computers in Human Behavior · 14 citations