Model Reporting for Certifiable AI: A Proposal from Merging EU Regulation into AI Development

no code implementations • 21 Jul 2023 • Danilo Brajovic, Niclas Renner, Vincent Philipp Goebels, Philipp Wagner, Benjamin Fresz, Martin Biller, Mara Klaeb, Janika Kutz, Jens Neuhuettler, Marco F. Huber

In this work we merge recent regulation efforts by the European Union and first proposals for AI guidelines with recent trends in research: data and model cards.

Document AI

Kalman Bayesian Neural Networks for Closed-form Online Learning

no code implementations • 3 Oct 2021 • Philipp Wagner, Xinyang Wu, Marco F. Huber

Compared to point estimates calculated by standard neural networks, Bayesian neural networks (BNN) provide probability distributions over the output predictions and model parameters, i. e., the weights.

Bayesian Inference