To what extent neural networks can be protected under copyright law like databases, how machine learning algorithms differ from computer programmes in questions of intellectual property and at what point decentrally trained, artificially intelligent (AI) models can be a trade secret – a brief by HTWG Konstanz commissioned by the Karlsruhe Institute of Technology (KIT) explores legal questions surrounding federated learning.