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Mario Fritz – CISPA Helmholtz Center for Information Security

Mario Fritz – CISPA Helmholtz Center for Information Security

Prof. Dr. Mario Fritz


Faculty
CISPA Helmholtz Center for Information Security

Professor
Saarland University

Fellow
European Laboratory for Learning and Intelligent Systems (ELLIS)


Google Scholar 

Semantic Scholar


Our group is working on Trustworthy AI and AI Security and Safety in various domains like Cybersecurity, Health, Computer Vision, Natural Language Processing.


We are looking for PhD students and Post-Docs! Please get in touch.
We also offer student projects, bachelor/master thesis, internships.

Recent projects and initiatives related to trustworthy AI/ML, health, privacy:

  • PI: European Large Open Multi-Modal Foundation Models for Robust Generalization on Arbitrary Data Streams (ELLIOT)
  • Coordinator and PI: European Lighthouse on Secure and Safe AI (ELSA)
  • Coordinator and PI: PriSyn: Representative, synthetic health data with strong privacy guarantees (BMBF)
  • PI: AIgency “Opportunities and Risks of generative AI in Cybersecurity” (BMBF)
  • PI: PrivateAIM – sichere verteilte Auswertung medizinischer Daten (Medizin Informatik Initiative)
  • Leading Scientist: Helmholtz Medical Security, Privacy, and AI Research Center (HMSP)
  • Coordinator and PI: PriSyn: Representative, synthetic health data with strong privacy guarantees
  • Coordinator and PI: ImageTox: Automated image-based detection of early toxicity events in zebrafish larvae
  • PI: Integrated Early Warning System for Local Recognition, Prevention, and Control for Epidemic Outbreaks (LOKI)
  • Partner-PI: The German Human Genome-Phenome Archive (GHGA)
  • Coordinator and PI: Trustworthy Federated Data Analytics Project (TFDA)
  • Coordinator and PI: Protecting Genetic Data with Synthetic Cohorts from Deep Generative Models (PRO-GENE-GEN)
  • Member of working group in “Forum Gesundheit” of BMBF: “AG Nutzbarmachung digitaler Daten für KI-Entwicklungen in der Gesundheitsforschung”

Recent activities w.r.t. policy, regulation, outreach

  • Frontier AI expert Findings on EU competitiveness, sovereignty and security
  • Member of the AI Act Scientific Panel
  • Expert for AI Cybersecurity Uplift Study “Toward Quantitative Modeling of Cybersecurity Risks Due to AI Misuse”
  • Independent Expert study on technical means for implementing article 50 of EU AI Act towards the code of practice
  • Scientific Lead of the CISPA-ELLIS Summerschool 2025 on “Trustworthy AI – Secure and Safe Foundation Models”
  • Panel on “Loss of Control” at EU AI Office Workshop on “Towards defining best practices for systemic risk evaluations”
  • Keynote on “Security and Safety of LLMs and AI Agents” at 18th ACM International Conference on Web Search and Data Mining
  • Talk on “Fundamental Risks in the Current Deployment of General-Purpose AI Models: What Have We (Not) Learnt From Cybersecurity?” at European AI Office workshop “Evaluating General-Purpose AI Models with Systemic Risk”
  • Expert opinion for evidence review report “Successful and timely uptake of artificial intelligence in science in the EU”
  • Co-Author “ELSA Strategic Research Agenda: Facing the Grand Challenges of Secure and Safe AI”
  • Co-Author “AI, Data, and Robotics ‘made in Europe’: Research agendas from the EU AI and robotics Networks of Excellence”
  • Lecture at Artificial Intelligence Doctoral Academy (AIDA) on “Trustworthy AI and A Cybersecurity Perspective on Large Language Models”

2011 2013 2014 2015 2016 2017 2018 2019 2020 2021 2022 Data privacy;Biomedical measurement;Data protection;Technology;Privacy;Law;Identification of persons;Federated learning;Surveys;Protection;Biomedical research;federated learning;federated analytics;privacy;data protection

Show all

2015

Proceedings Articles

Joint Segmentation and Activity Discovery using Semantic and Temporal Priors

Julia Seiter; Wei-Chen Chiu; Mario Fritz; Oliver Amft; Gerhard Troester

Joint Segmentation and Activity Discovery using Semantic and Temporal Priors Proceedings Article

In: IEEE Internation Conference on Pervasive Computing and Communication (PERCOM), 2015.

Links | BibTeX | Tags: 2014

@inproceedings{seiter15percom,
title = {Joint Segmentation and Activity Discovery using Semantic and Temporal Priors},
author = {Julia Seiter and Wei-Chen Chiu and Mario Fritz and Oliver Amft and Gerhard Troester},
url = {https://scalable.mpi-inf.mpg.de/files/2015/02/PID3540259.pdf},
year = {2015},
date = {2015-03-23},
booktitle = {IEEE Internation Conference on Pervasive Computing and Communication (PERCOM)},
keywords = {2014},
pubstate = {published},
tppubtype = {inproceedings}
}

Close

  • https://scalable.mpi-inf.mpg.de/files/2015/02/PID3540259.pdf

Close

2014

Proceedings Articles

A Multi-World Approach to Question Answering about Real-World Scenes based on Uncertain Input

Mateusz Malinowski; Mario Fritz

A Multi-World Approach to Question Answering about Real-World Scenes based on Uncertain Input Proceedings Article

In: Neural Information Processing Systems (NIPS), 2014.

Links | BibTeX | Tags: 2014

@inproceedings{malinowski14nips,
title = {A Multi-World Approach to Question Answering about Real-World Scenes based on Uncertain Input},
author = {Mateusz Malinowski and Mario Fritz},
url = {http://papers.nips.cc/paper/5411-a-multi-world-approach-to-question-answering-about-real-world-scenes-based-on-uncertain-input.pdf
http://www.d2.mpi-inf.mpg.de/visual-turing-challenge},
year = {2014},
date = {2014-12-26},
booktitle = {Neural Information Processing Systems (NIPS)},
keywords = {2014},
pubstate = {published},
tppubtype = {inproceedings}
}

Close

  • http://papers.nips.cc/paper/5411-a-multi-world-approach-to-question-answering-ab[...]
  • http://www.d2.mpi-inf.mpg.de/visual-turing-challenge

Close

Anytime Recognition of Objects and Scenes

Sergey Karayev; Mario Fritz; Trevor Darrell

Anytime Recognition of Objects and Scenes Proceedings Article

In: IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2014, (oral).

Links | BibTeX | Tags: 2014

@inproceedings{karayev14cvpr,
title = {Anytime Recognition of Objects and Scenes},
author = {Sergey Karayev and Mario Fritz and Trevor Darrell},
url = {https://scalable.mpi-inf.mpg.de/files/2014/04/paper_final.pdf
http://sergeykarayev.com/recognition-on-a-budget/},
year = {2014},
date = {2014-12-17},
booktitle = {IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
note = {oral},
keywords = {2014},
pubstate = {published},
tppubtype = {inproceedings}
}

Close

  • https://scalable.mpi-inf.mpg.de/files/2014/04/paper_final.pdf
  • http://sergeykarayev.com/recognition-on-a-budget/

Close

Image-based Synthesis and Re-Synthesis of Viewpoints Guided by 3D Models

Konstantinos Rematas; Tobias Ritschel; Mario Fritz; Tinne Tuytelaars

Image-based Synthesis and Re-Synthesis of Viewpoints Guided by 3D Models Proceedings Article

In: IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2014, (oral).

Links | BibTeX | Tags: 2014

@inproceedings{kostas14cvpr,
title = {Image-based Synthesis and Re-Synthesis of Viewpoints Guided by 3D Models},
author = {Konstantinos Rematas and Tobias Ritschel and Mario Fritz and Tinne Tuytelaars},
url = {https://scalable.mpi-inf.mpg.de/files/2014/04/ImageBasedSynthesis.pdf
http://homes.esat.kuleuven.be/~krematas/imgSynth/},
year = {2014},
date = {2014-12-08},
booktitle = {IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
note = {oral},
keywords = {2014},
pubstate = {published},
tppubtype = {inproceedings}
}

Close

  • https://scalable.mpi-inf.mpg.de/files/2014/04/ImageBasedSynthesis.pdf
  • http://homes.esat.kuleuven.be/~krematas/imgSynth/

Close

Towards a Visual Turing Challenge

Mateusz Malinowski; Mario Fritz

Towards a Visual Turing Challenge Proceedings Article

In: NIPS Workshop on Learning Semantics, 2014.

Links | BibTeX | Tags: 2014

@inproceedings{visual_turing_challenge,
title = {Towards a Visual Turing Challenge},
author = {Mateusz Malinowski and Mario Fritz},
url = {http://arxiv.org/abs/1410.8027
http://www.d2.mpi-inf.mpg.de/visual-turing-challenge},
year = {2014},
date = {2014-10-30},
booktitle = {NIPS Workshop on Learning Semantics},
keywords = {2014},
pubstate = {published},
tppubtype = {inproceedings}
}

Close

  • http://arxiv.org/abs/1410.8027
  • http://www.d2.mpi-inf.mpg.de/visual-turing-challenge

Close

Object Disambiguation for Augmented Reality Applications

Wei-Chen Chiu; Gregory S. Johnson; Daniel Mcculley; Oliver Grau; Mario Fritz

Object Disambiguation for Augmented Reality Applications Proceedings Article

In: British Machine Vision Conference (BMVC), 2014.

Links | BibTeX | Tags: 2014

@inproceedings{walon14bmvc,
title = {Object Disambiguation for Augmented Reality Applications},
author = {Wei-Chen Chiu and Gregory S. Johnson and Daniel Mcculley and Oliver Grau and Mario Fritz},
url = {https://sites.google.com/site/walonchiu/projects/disambiguation
https://scalable.mpi-inf.mpg.de/files/2014/09/walon2014bmvc.pdf},
year = {2014},
date = {2014-09-01},
booktitle = {British Machine Vision Conference (BMVC)},
keywords = {2014},
pubstate = {published},
tppubtype = {inproceedings}
}

Close

  • https://sites.google.com/site/walonchiu/projects/disambiguation
  • https://scalable.mpi-inf.mpg.de/files/2014/09/walon2014bmvc.pdf

Close

Ubic: Bridging the Gap Between Digital Cryptography and the Physical World

Mark Simkin; Dominique Schröder; Andreas Bulling; Mario Fritz

Ubic: Bridging the Gap Between Digital Cryptography and the Physical World Proceedings Article

In: European Symposium on Research in Computer Security (ESORICS), 2014.

Links | BibTeX | Tags: 2014

@inproceedings{simkin14esorics,
title = {Ubic: Bridging the Gap Between Digital Cryptography and the Physical World},
author = {Mark Simkin and Dominique Schröder and Andreas Bulling and Mario Fritz},
url = {https://scalable.mpi-inf.mpg.de/files/2014/09/ubic.pdf},
year = {2014},
date = {2014-08-01},
booktitle = {European Symposium on Research in Computer Security (ESORICS)},
keywords = {2014},
pubstate = {published},
tppubtype = {inproceedings}
}

Close

  • https://scalable.mpi-inf.mpg.de/files/2014/09/ubic.pdf

Close

Scene Segmentation in Adverse Vision Conditions

Evgeny Levinkov

Scene Segmentation in Adverse Vision Conditions Proceedings Article

In: Young Researcher Forum at GCPR based on master thesis supervised by Mario Fritz, 2014.

Links | BibTeX | Tags: 2014

@inproceedings{levinkov14yrf,
title = {Scene Segmentation in Adverse Vision Conditions},
author = {Evgeny Levinkov},
url = {https://scalable.mpi-inf.mpg.de/files/2014/08/main175.pdf},
year = {2014},
date = {2014-01-08},
booktitle = {Young Researcher Forum at GCPR based on master thesis supervised by Mario Fritz},
keywords = {2014},
pubstate = {published},
tppubtype = {inproceedings}
}

Close

  • https://scalable.mpi-inf.mpg.de/files/2014/08/main175.pdf

Close

Learning Multi-Scale Representations for Material Classification

Wenbin Li

Learning Multi-Scale Representations for Material Classification Proceedings Article

In: Young Researcher Forum at GCPR based on master thesis supervised by Mario Fritz, 2014.

Links | BibTeX | Tags: 2014

@inproceedings{wenbin14yrf,
title = {Learning Multi-Scale Representations for Material Classification},
author = {Wenbin Li},
url = {https://scalable.mpi-inf.mpg.de/files/2014/08/main176.pdf},
year = {2014},
date = {2014-01-04},
booktitle = {Young Researcher Forum at GCPR based on master thesis supervised by Mario Fritz},
keywords = {2014},
pubstate = {published},
tppubtype = {inproceedings}
}

Close

  • https://scalable.mpi-inf.mpg.de/files/2014/08/main176.pdf

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Technical Reports

A Pooling Approach to Modelling Spatial Relations for Image Retrieval and Annotation

Mateusz Malinowski; Mario Fritz

A Pooling Approach to Modelling Spatial Relations for Image Retrieval and Annotation Technical Report

arXiv:1411.5190 [cs.CV], 2014.

Links | BibTeX | Tags: 2014

@techreport{malinowski14spatial,
title = {A Pooling Approach to Modelling Spatial Relations for Image Retrieval and Annotation},
author = {Mateusz Malinowski and Mario Fritz},
url = {http://arxiv.org/abs/1411.5190
http://arxiv.org/pdf/1411.5190v1.pdf},
year = {2014},
date = {2014-10-29},
type = {arXiv:1411.5190 [cs.CV]},
keywords = {2014},
pubstate = {published},
tppubtype = {techreport}
}

Close

  • http://arxiv.org/abs/1411.5190
  • http://arxiv.org/pdf/1411.5190v1.pdf

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Learning Multi-Scale Representations for Material Classification

Wenbin Li; Mario Fritz

Learning Multi-Scale Representations for Material Classification Technical Report

arXiv:1408.2938 [cs.CV], 2014.

Links | BibTeX | Tags: 2014

@techreport{li14multiscale,
title = {Learning Multi-Scale Representations for Material Classification},
author = {Wenbin Li and Mario Fritz},
url = {http://arxiv.org/abs/1408.2938
http://arxiv.org/pdf/1408.2938v1.pdf},
year = {2014},
date = {2014-02-01},
type = {arXiv:1408.2938 [cs.CV]},
keywords = {2014},
pubstate = {published},
tppubtype = {techreport}
}

Close

  • http://arxiv.org/abs/1408.2938
  • http://arxiv.org/pdf/1408.2938v1.pdf

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Ubic: Bridging the gap between digital cryptography and the physical  world

Mark Simkin; Andreas Bulling; Mario Fritz; Dominique Schroeder

Ubic: Bridging the gap between digital cryptography and the physical world Technical Report

arXiv:1403.1343 [cs.CR], 2014.

Links | BibTeX | Tags: 2014

@techreport{simkin14ubic,
title = {Ubic: Bridging the gap between digital cryptography and the physical world},
author = {Mark Simkin and Andreas Bulling and Mario Fritz and Dominique
Schroeder},
url = {http://arxiv-web3.library.cornell.edu/abs/1403.1343
https://ca.cs.uni-saarland.de/ubic/
http://www.cebit.de/product/ubicrypt/437871/J842163},
year = {2014},
date = {2014-01-16},
type = {arXiv:1403.1343 [cs.CR]},
keywords = {2014},
pubstate = {published},
tppubtype = {techreport}
}

Close

  • http://arxiv-web3.library.cornell.edu/abs/1403.1343
  • https://ca.cs.uni-saarland.de/ubic/
  • http://www.cebit.de/product/ubicrypt/437871/J842163

Close


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