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Petra Kuhnert

2 accepted papers

2025

Gaussian Ensemble Belief Propagation for Efficient Inference in High-Dimensional, Black-box Systems

ICLR 2025poster

Efficient inference in high-dimensional models is a central challenge in machine learning. We introduce the Gaussian Ensemble Belief Propagation (GEnBP) algorithm, which combines the strengths of the Ensemble Kalman Filter (EnKF) and Gaussian Belief Propagation (GaBP) to address this challenge. GEnB…

2025

Position: We Need Responsible, Application-Driven (RAD) AI Research

ICML 2025poster

This position paper argues that achieving meaningful scientific and societal advances with artificial intelligence (AI) requires a responsible, application-driven approach (RAD) to AI research. As AI is increasingly integrated into society, AI researchers must engage with the specific contexts where…

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