Author

Konrad Rieck

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Preprint Aug 2026

Secrets Everywhere: Auditing Memorization in Mobility Prediction Models

Human mobility prediction models, which forecast the next location in a user's trajectory, are increasingly deployed in urban analytics, navigation, and personalized services. Yet, little is known about their potential to memorize and expose sensitive user trajectories from training data. While memorization has been ex...

A. J. Kouam, Hristo Boyadzhiev, Konrad Rieck · 0 citations

Jul 2026

False Prophets: On the Security of World Models in Agentic Systems

Large language models now power autonomous agents capable of complex, multi-step tasks in different environments. Accurate and reliable execution of these tasks requires the agent to predict the results of its actions. Recent research proposes to enhance predictive capabilities via specially trained environment simulat...

Erik Imgrund, Anna Wimbauer, Klim Kireev et al. · arXiv.org · 0 citations