Person
Arthur Drichel
M.Sc.Research Group IT-Security
Address
Building: UMIC Research Centre (2165)
Room: 210
Mies-van-der-Rohe-Str. 15
52074 Aachen
Research Interest
- Intrusion Detection Systems
- Privacy Enhancing Technologies
- Machine Learning
Teaching
- SS23: Proseminar: Selected Basic Topics in Cryptography and IT-Security
- WS22/23: Seminar: Advances in Cryptography and IT-Security
- WS22/23: Seminar: Selected Topics in Cryptography and IT-Security
- SS22: Datenkommunikation und Sicherheit
- WS20/21: Seminar (Bachelor): Advances in Cryptography and IT-Security
- WS20/21: Seminar (Bachelor): Selected Topics in Cryptography and IT-Security
- SS20: Security Lab Seminar (Master)
- SS19: Datenkommunikation und Sicherheit
BA/MA Theses
- In Progress:
- Tsetlin machines for interpretable contextless DGA classification and automatic rule extraction (MA)
- Privacy-Preserving Context-Aware Classification-as-a-Service for DGA Detection in Operational Environments (MA)
- 2023, Benedikt Edler von Querfurth, Comparing novel Deep Learning architectures for DGA classification (BA)
- 2023, Marc Tobias Meyer, Analyzing the Robustness and Hardening Process of Bias-Free DGA Classifiers (BA)
- 2023, Nils Henrik Beyer, Performant, machine-learning based Classification-as-a-Service for DGA Detection (BA)
- 2022, Malte Reddig, Malicious Network Traffic Analysis on Smartphone Applications (MA)
- 2022, Oliver Wardas, Explainability Analysis of Deep Learning based DGA Classifiers (MA)
- 2022, Yánico Aust, Implementing Classification-as-a-Service for DGA Detection (BA)
- 2022, Moritz Thiele, Evaluating and Enhancing Phishing Classification based on Certificate Transparency Logs (MA)
- 2022, Justus von Brandt, Detection of new DGAs in the Multiclass DGA Classification Setting (MA)
- 2021, Konstantin Kaulen, Adversarial Attacks and Defenses on DGA classifiers (BA)
- 2021, Tim Amelung, A Privacy-Preserving Machine Learning Approach for DGA Detection (MA)
- 2020, Nils Eberhardt, Analyzing the Discretization Problem for Adversarial Training of DGA Detection Classifiers (BA)
- 2020, Benedikt Holmes, A Study of Model Inversion Defenses in Deep Learning (MA)
- 2020, Markus Baumgart, DGA Detection on Encrypted DNS Traffic using Machine Learning (MA)
- 2020, Nils Faerber, Multiclass Classification of DGAs using Classical Machine Learning Approaches (BA)
- 2019, Mike Lorang, Hardening of Domain Generation Algorithm Classifiers (MA)
If you are interested in writing a thesis related to intrusion detection feel free to contact me.
Projects
- Automated Mobile App Vetting Project
- SAPPAN (finished)
Publications
| Title | Author(s) |
|---|---|
| False Sense of Security: Leveraging XAI to Analyze the Reasoning and True Performance of Context-less DGA Classifiers Contribution to a book, Contribution to a conference proceedings (2023) | Drichel, Arthur Meyer, Ulrike Michaela |
| Detecting Unknown DGAs without Context Information Contribution to a book, Contribution to a conference proceedings (2022) | Drichel, Arthur (Corresponding author) von Brandt, Justus (Corresponding author) Meyer, Ulrike (Corresponding author) |
| The More, the Better? A Study on Collaborative Machine Learning for DGA Detection Contribution to a book, Contribution to a conference proceedings (2021) | Drichel, Arthur (Corresponding author) Holmes, Benedikt (Corresponding author) von Brandt, Justus (Corresponding author) Meyer, Ulrike (Corresponding author) |
| Towards Privacy-Preserving Classification-as-a-Service for DGA Detection Contribution to a book, Contribution to a conference proceedings (2021) | Drichel, Arthur (Corresponding author) Gurabi, Mehdi Akbari (Corresponding author) Amelung, Tim (Corresponding author) Meyer, Ulrike (Corresponding author) |
| CoinPrune : Shrinking Bitcoin’s Blockchain Retrospectively Journal Article (2021) | Matzutt, Roman (Corresponding author) Kalde, Benedikt Pennekamp, Jan Drichel, Arthur Henze, Martin Wehrle, Klaus |
| Sharing FANCI Features : A Privacy Analysis of Feature Extraction for DGA Detection Contribution to a book, Contribution to a conference proceedings (2021) | Holmes, Benedikt (Corresponding author) Drichel, Arthur (Corresponding author) Meyer, Ulrike (Corresponding author) |
| First Step Towards EXPLAINable DGA Multiclass Classification Contribution to a book, Contribution to a conference proceedings (2021) | Drichel, Arthur (Corresponding author) Faerber, Nils (Corresponding author) Meyer, Ulrike (Corresponding author) |
| Finding Phish in a Haystack : A Pipeline for Phishing Classification on Certificate Transparency Logs Contribution to a book, Contribution to a conference proceedings (2021) | Drichel, Arthur (Corresponding author) Drury, Vincent Jakob (Corresponding author) von Brandt, Justus (Corresponding author) Meyer, Ulrike (Corresponding author) |
| How to Securely Prune Bitcoin's Blockchain Contribution to a book, Contribution to a conference proceedings (2020) | Matzutt, Roman (Corresponding author) Kalde, Benedikt (Corresponding author) Pennekamp, Jan (Corresponding author) Drichel, Arthur (Corresponding author) Henze, Martin (Corresponding author) Wehrle, Klaus (Corresponding author) |
| Interpretable Visualizations of Deep Neural Networks for Domain Generation Algorithm Detection Contribution to a book, Contribution to a conference proceedings (2020) | Becker, Franziska (Corresponding author) Drichel, Arthur (Corresponding author) Müller, Christoph (Corresponding author) Ertl, Thomas (Corresponding author) |
| Making Use of NXt to Nothing: The Effect of Class Imbalances on DGA Detection Classifiers Contribution to a book, Contribution to a conference proceedings (2020) | Drichel, Arthur (Corresponding author) Meyer, Ulrike Michaela (Corresponding author) Schüppen, Samuel (Corresponding author) Teubert, Dominik (Corresponding author) |
| Analyzing the Real-World Applicability of DGA Classifiers Contribution to a book, Contribution to a conference proceedings (2020) | Drichel, Arthur (Corresponding author) Meyer, Ulrike Michaela (Corresponding author) Schüppen, Samuel (Corresponding author) Teubert, Dominik (Corresponding author) |