Teaching and Supervision

Lectures, thesis supervision, and professional references from academic and industrial collaborations.

Lectures

Summer Semester 2025

Attacks on Large Language Models

Privacy-Preserving Natural Language Processing, Trustworthy Human Language Technologies (TrustHLT), Ruhr University Bochum (RUB), Bochum, North Rhine-Westphalia, Germany; as Guest Lecturer; advisor Prof. Dr. Ivan Habernal.

Summer Semester, 2022

Seminar Recent Advances in Machine Learning

Software Innovation Campus Paderborn (SICP), Paderborn University, Paderborn, North Rhine-Westphalia, Germany; as Mentor and Co-organizer; advisor Prof. Dr. Eyke Hüllermeier.

Summer Semester, 2021

Foundations of Machine Learning

Software Innovation Campus Paderborn (SICP), Paderborn University, Paderborn, North Rhine-Westphalia, Germany; as Tutor and Co-organizer; advisor Prof. Arunselvan Ramaswamy.

Thesis Supervision

2026

Enhanced Membership Inference Attacks via Statistical Score Aggregation in Large Language Models

Trustworthy Human Language Technologies (TrustHLT), Research Center for Trustworthy Data Science and Security (RC Trust), Ruhr University Bochum (RUB), Bochum, North Rhine-Westphalia, Germany. Master's Thesis Supervision.

2025

Implementation of Combined Hyperband Search Strategies in Keras Tuner

Chair of Artificial Intelligence and Machine Learning (AIML), Ludwig Maximilian University of Munich (LMU Munich), Munich, Bavaria, Germany. Master's Thesis Supervision.

2025

Is Your Prompt Safe? Learning Prompt Injection Attacks against Open-Source Large Language Models

Chair of Artificial Intelligence and Machine Learning (AIML), Ludwig Maximilian University of Munich (LMU Munich), Munich, Bavaria, Germany. Master's Thesis Supervision.

2025

Assessing the Security of TabPFN through Membership Inference Attacks

Chair of Artificial Intelligence and Machine Learning (AIML), Ludwig Maximilian University of Munich (LMU Munich), Munich, Bavaria, Germany. Master's Thesis Supervision.

2023

Multi-Label Deep Learning-based Side-Channel Analysis using Different Encodings

Chair of Artificial Intelligence and Machine Learning (AIML), Ludwig Maximilian University of Munich (LMU Munich), Munich, Bavaria, Germany. Bachelor's Thesis Supervision.

2022

Automated Side-Channel Attacks using Black-Box Neural Architecture Search

Software Innovation Campus Paderborn (SICP), Paderborn University, Paderborn, North Rhine-Westphalia, Germany. Master's Thesis Supervision.

2020

Application of Anomaly Detection in Autonomous Systems

Software Innovation Campus Paderborn (SICP), Paderborn University, Paderborn, North Rhine-Westphalia, Germany. Master's Thesis Supervision.

2020

ASOD: A Python Toolbox for the Automatic Selection of Outlier Detection Techniques

Software Innovation Campus Paderborn (SICP), Paderborn University, Paderborn, North Rhine-Westphalia, Germany. Master's Thesis Supervision.

References

Academic References