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Lukas Pirch

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Technische Universität Berlin
Machine Learning and Security (MLSec)

Franklinstr. 28/29, 10587 Berlin
https://mlsec.org

© BIFOLD

Lukas Pirch

Doctoral Researcher

Affiliation:  BIFOLD

Lukas Pirch is a PhD candidate at the research group of Prof. Dr. Konrad Rieck. His main interest is about finding vulnerabilities in source code and he uses graph-based machine learning approaches.

Recent Projects:

- VAMOS

- IVAN

Graph-based machine learning Vulnerability Discovery

Felix Weissberg, Lukas Pirch, Erik Imgrund, Jonas Möller, Thorsten Eisenhofer, Konrad Rieck

LLM-based Vulnerability Discovery through the Lens of Code Metrics

September 23, 2025
https://doi.org/10.48550/arXiv.2509.19117

Jonas Möller, Lukas Pirch, Felix Weissberg, Sebastian Baunsgaard, Thorsten Eisenhofer, Konrad Rieck

Adversarial Inputs for Linear Algebra Backends

July 13, 2025
https://www.mlsec.org/docs/2025-icml.pdf

Jonas Möller, Felix Weißberg, Lukas Pirch, Thorsten Eisenhofer, Konrad Rieck

Cross-Language Differential Testing of JSON Parsers

July 01, 2024
https://mlsec.tu-berlin.de/docs/2024b-asiaccs.pdf

Felix Weißberg, Jonas Möller, Tom Ganz, Erik Imgrund, Lukas Pirch, Lukas Seidel, Moritz Schloegel, Thorsten Eisenhofer, and Konrad Rieck

SoK: Where to Fuzz? Assessing Target Selection Methods in Directed Fuzzing

July 01, 2024
https://mlsec.org/docs/2024c-asiaccs.pdf

Dilyara Bareeva, Marina M.-C. Höhne, Alexander Warnecke, Lukas Pirch, Klaus-Robert Müller, Konrad Rieck, Kirill Bykov

MANIPULATING FEATURE VISUALIZATIONS WITH GRADIENT SLINGSHOTS

January 11, 2024
https://doi.org/10.48550/arXiv.2401.06122