907 citations · 1.2k across the 3 of their papers we have counts for
4 papers
iNALU: Improved Neural Arithmetic Logic Unit
Daniel Schlör, Markus Ring, Andreas Hotho
Neural networks have to capture mathematical relationships in order to learn various tasks. They approximate these relations implicitly and therefore often do not generalize well.…
Comparison of System Call Representations for Intrusion Detection
Sarah Wunderlich, Markus Ring, Dieter Landes +1
Over the years, artificial neural networks have been applied successfully in many areas including IT security. Yet, neural networks can only process continuous input data. This is…
A Survey of Network-based Intrusion Detection Data Sets
Markus Ring, Sarah Wunderlich, Deniz Scheuring +2
Labeled data sets are necessary to train and evaluate anomaly-based network intrusion detection systems. This work provides a focused literature survey of data sets for network-bas…
Flow-based Network Traffic Generation using Generative Adversarial Networks
Markus Ring, Daniel Schlör, Dieter Landes +1
Flow-based data sets are necessary for evaluating network-based intrusion detection systems (NIDS). In this work, we propose a novel methodology for generating realistic flow-based…