Mario Fritz is a faculty at the CISPA Helmholtz Center for Information Security, an honorary professor at Saarland University, and a fellow of the European Laboratory for Learning and Intelligent Systems (ELLIS).
Until 2018, he led a research group at the Max Planck Institute for Computer Science.
Previously, he was a PostDoc at the International Computer Science Institute (ICSI) and UC Berkeley after receiving his PhD from TU Darmstadt and studying computer science at FAU Erlangen-Nuremberg.
He is currently coordinating and leading the EU funded network of excellence "ELSA - European Lighthouse on Secure and Safe AI", among other projects.
His research focuses on trustworthy artificial intelligence, especially at the intersection of information security and machine learning.
International Conference on Machine Learning (ICML)
Stealix: Model Stealing via Prompt Evolution
Transactions on Machine Learning Research (TMLR)
International Conference on ICT Systems Security and Privacy Protection (IFIPSEC)
Certifiably Robust Malware Detectors by Design
IEEE Conference on Secure and Trustworthy Machine Learning (SaTML)
Get my drift? Catching LLM Task Drift with Activation Deltas
Annual Conference of the North American Chapter of the Association for Computational Linguistics (NAACL)
Annual Conference of the North American Chapter of the Association for Computational Linguistics (NAACL)
International Conference on Learning Representations (ICLR)
Annual Conference of the North American Chapter of the Association for Computational Linguistics (NAACL)
CausalGraph2LLM: Evaluating LLMs for Causal Queries
International Conference on Learning Representations (ICLR)
Can LLMs Separate Instructions From Data? And What Do We Even Mean By That?
Transactions on Machine Learning Research (TMLR) DP-2Stage: Adapting Language Models as Differentially Private Tabular Data Generators