Online Learning on Non-Stationary Data Streams for Image Recognition using Deep Embeddings. - Valerie Vaquet; Fabian Hinder; Jonas Vaquet; Johannes Brinkrolf; Barbara Hammer (SSCI, 2021)

Localization of Small Leakages in Water Distribution Networks using Concept Drift Explanation Methods. - Valerie Vaquet; Fabian Hinder; Kathrin Lammers; Jonas Vaquet; Barbara Hammer (CoRR, 2023)

Self-Supervised Learning from Incrementally Drifting Data Streams. - Valerie Vaquet; Jonas Vaquet; Fabian Hinder; Kleanthis Malialis; Christos G. Panayiotou; Marios M. Polycarpou; Barbara Hammer (ESANN, 2024)

Challenges, Methods, Data-A Survey of Machine Learning in Water Distribution Networks. - Valerie Vaquet; Fabian Hinder; André Artelt; Inaam Ashraf; Janine Strotherm; Jonas Vaquet; Johannes Brinkrolf; Barbara Hammer (ICANN (9), 2024)

Localizing of Anomalies in Critical Infrastructure using Model-Based Drift Explanations. - Valerie Vaquet; Fabian Hinder; Jonas Vaquet; Kathrin Lammers; Lars Quakernack; Barbara Hammer (IJCNN, 2024)