39 citations · 39 across the 6 of their papers we have counts for
3 papers · 1 filter
Industrial AI Robustness Card for Time Series Models
Alexander Windmann, Benedikt Stratmann, Mariya Lyashenko +1
Industrial AI practitioners face vague robustness requirements in emerging regulations and standards but lack concrete, implementation-ready protocols. This paper introduces the In…
MAWIFlow Benchmark: Realistic Flow-Based Evaluation for Network Intrusion Detection
Joshua Schraven, Alexander Windmann, Oliver Niggemann
Benchmark datasets for network intrusion detection commonly rely on synthetically generated traffic, which fails to reflect the statistical variability and temporal drift encounter…
Quantifying Robustness: A Benchmarking Framework for Deep Learning Forecasting in Cyber-Physical Systems
Alexander Windmann, Henrik Steude, Daniel Boschmann +1
Cyber-Physical Systems (CPS) in domains such as manufacturing and energy distribution generate complex time series data crucial for Prognostics and Health Management (PHM). While D…