---
title: "Mario Fritz — author profile and papers — Elamur Research"
description: "Mario Fritz, Helmholtz Center for Information Security: 4 papers on Elamur Research (2023–2026), h-index 60 — affiliations, topics…"
canonical: "https://research.elamur.ai/free/en/authors/mario-fritz/"
---
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# Mario Fritz

Mario Fritz has 4 papers in our library, in 2023–2026, most of them on [Language models & pretraining](https://md.research.elamur.ai/free/en/topics/language-models/), [Text generation](https://md.research.elamur.ai/free/en/topics/text-generation/); often with [Hui-Po Wang](https://md.research.elamur.ai/free/en/authors/hui-po-wang/).

4 papers in our library · 2023–2026

[OpenAlex](https://openalex.org/A5003887059) · [ORCID](https://orcid.org/0000-0001-8949-9896) · [Wikidata](https://www.wikidata.org/wiki/Q102931582) · [**h-index 60**](https://openalex.org/authors/A5003887059) · [369 works](https://openalex.org/works?filter=author.id:A5003887059) · [18,351 citations](https://openalex.org/works?filter=author.id:A5003887059&sort=cited_by_count:desc) OpenAlex, 2026-10-14

[📄 4 works in our library](https://md.research.elamur.ai/free/en/authors/mario-fritz/#papers) · [🔗 Cited 371 times in our library](https://md.research.elamur.ai/free/en/authors/mario-fritz/cited-by/) · [31 more in our library without a page yet](#also) · [⭐ Paper Stars ranking: #5239](https://md.research.elamur.ai/free/en/paper-stars/page/53/#star-5239)

The profile is the library's match of the name; two people with one name are not always told apart.

Elsewhere: [Google Scholar](https://scholar.google.com/citations?view_op=search_authors&mauthors=Mario+Fritz) · [Semantic Scholar](https://www.semanticscholar.org/search?q=Mario+Fritz) · [dblp](https://dblp.org/search?q=Mario+Fritz) · [ACL Anthology](https://aclanthology.org/search/?q=Mario+Fritz)

## Affiliations

[🔬**Helmholtz Center for Information Security** Saarbrücken · Germany 2018–2026 · 172 papers*current*](https://md.research.elamur.ai/free/en/labs/helmholtz-center-for-information-security/) · [🔬**Max Planck Institute for Informatics** Saarbrücken · Germany 2011–2022 · 112 papers](https://md.research.elamur.ai/free/en/labs/max-planck-institute-for-informatics/) · [🔬**Max Planck Society** Munich · Germany 2011–2021 · 46 papers](https://md.research.elamur.ai/free/en/labs/max-planck-society/) · [🎓**University of California, Berkeley** Berkeley · United States 2009–2011 · 13 papers](https://md.research.elamur.ai/free/en/universities/university-of-california-berkeley/) · [🎓**Technische Universität Darmstadt** Darmstadt · Germany 2005–2019 · 10 papersEducation](https://md.research.elamur.ai/free/en/universities/technische-universitat-darmstadt/) · [🔬**International Computer Science Institute** Berkeley · United States 2009–2011 · 7 papers](https://md.research.elamur.ai/free/en/labs/international-computer-science-institute/) · [🎓**Saarland University** Saarbrücken · Germany 2014–2025 · 2 papers](https://md.research.elamur.ai/free/en/universities/saarland-university/)

From the bylines of their papers (OpenAlex, 2026-10-14), ORCID and Wikidata; institutions on papers are matched by machine. 5 more institutions on single bylines are not listed.

## Fields, topics and concepts

Of its works in our library, with the number of works on each.

📚 Shelves 10 The field of science this work belongs to (OpenAlex fields).[Computer Science · 3 works](https://md.research.elamur.ai/free/en/shelves/computer-science/) · [Artificial Intelligence · 3 works](https://md.research.elamur.ai/free/en/shelves/computer-science/artificial-intelligence/) · [Information Systems · 1 work](https://md.research.elamur.ai/free/en/shelves/computer-science/information-systems/) · [Arts and Humanities · 2 works](https://md.research.elamur.ai/free/en/shelves/arts-and-humanities/) · [Language and Linguistics · 1 work](https://md.research.elamur.ai/free/en/shelves/arts-and-humanities/language-and-linguistics/) · [Decision Sciences · 1 work](https://md.research.elamur.ai/free/en/shelves/decision-sciences/) · [History and Philosophy of Science · 1 work](https://md.research.elamur.ai/free/en/shelves/arts-and-humanities/history-and-philosophy-of-science/) · [Safety Research · 1 work](https://md.research.elamur.ai/free/en/shelves/social-sciences/safety-research/) · [Social Sciences · 1 work](https://md.research.elamur.ai/free/en/shelves/social-sciences/) · [Statistics, Probability and Uncertainty · 1 work](https://md.research.elamur.ai/free/en/shelves/decision-sciences/statistics-probability-and-uncertainty/)

🧭 Topics 2 Research subjects and languages the work is about.[Language models & pretraining · 3 works](https://md.research.elamur.ai/free/en/topics/language-models/) · [Text generation · 1 work](https://md.research.elamur.ai/free/en/topics/text-generation/)

## Works by year

### 2020s

[**2026** 2 papers](https://md.research.elamur.ai/free/en/authors/mario-fritz/year/2026/) · [**2025** 1 paper](https://md.research.elamur.ai/free/en/authors/mario-fritz/year/2025/) · [**2023** 1 paper](https://md.research.elamur.ai/free/en/authors/mario-fritz/year/2023/)

## Papers

The most cited first (OpenAlex and our library).

1. **[Not what you've signed up for: Compromising Real-World LLM-Integrated Applications with Indirect Prompt Injection](https://md.research.elamur.ai/free/en/papers/greshake-2023-ve-signed-up-compromising-real/)** *(2023 · 239 citations)* Earlier work on prompt injection assumed that the attacker is the user, typing malicious instructions straight into the model.
2. **[Balancing Diversity and Risk in LLM Sampling: How to Select Your Method and Parameter for Open-Ended Text Generation](https://md.research.elamur.ai/free/en/papers/zhou-2025-balancing-diversity-risk-llm-sampling/)** *(2025 · 11 citations)* Truncation sampling methods for LLM decoding are usually compared on open-ended generation benchmarks. Those comparisons are fragile for two reasons. First, outcomes depend heavily on hand-tuned parameters, which are typically swept over a coarse grid. Second, the reference texts are limited. The authors propose an…
3. **[Justice in Judgment: Unveiling (Hidden) Bias in LLM-assisted Peer Reviews](https://md.research.elamur.ai/free/en/papers/vasu-2026-justice-judgment-unveiling-hidden-bias/)** *(2026 · 8 citations)* Peer review is increasingly assisted or even fully generated by LLMs. This paper asks whether such systems treat authors differently depending on who they are. The authors simulate a single-blind setting and build a counterfactual audit. Each paper is reviewed many times, and only one piece of author metadata changes…
4. **[ProxyPrompt: Securing System Prompts against Prompt Extraction Attacks](https://md.research.elamur.ai/free/en/papers/zhuang-2026-proxyprompt-securing-system-prompts-against/)** *(2026 · 1 citation)* System prompts for LLM applications often represent significant engineering effort and may contain confidential rules, filtering criteria or business logic.

## All works

35 works of theirs in our library, the most cited first; 4 with a page here, the others link their original until we summarise them.

1. **[Adapting Visual Category Models to New Domains ↗](https://doi.org/10.1007/978-3-642-15561-1_16) Lecture notes in computer science · no summary yet**Kate Saenko et al.*2010 · 2,751 citations*
2. **[The 2005 PASCAL Visual Object Classes Challenge ↗](https://doi.org/10.1007/11736790_8) Lecture notes in computer science · no summary yet**Mark Everingham et al.*2006 · 743 citations*
3. **[Knockoff Nets: Stealing Functionality of Black-Box Models ↗](https://doi.org/10.1109/cvpr.2019.00509) IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings - IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings · no summary yet**Tribhuvanesh Orekondy, Bernt Schiele, Mario Fritz*2019 · 556 citations*
4. **[Attributing Fake Images to GANs: Learning and Analyzing GAN Fingerprints ↗](https://doi.org/10.1109/iccv.2019.00765) IEEE/CVF International Conference on Computer Vision (ICCV) · no summary yet**Ning Yu, Larry Steven Davis, Mario Fritz*2019 · 445 citations*
5. **[A Category-Level 3D Object Dataset: Putting the Kinect to Work ↗](https://doi.org/10.1007/978-1-4471-4640-7_8) Advances in computer vision and pattern recognition · no summary yet**Allison Janoch et al.*2012 · 258 citations*
6. **[A category-level 3-D object dataset: Putting the Kinect to work ↗](https://doi.org/10.1109/iccvw.2011.6130382) IEEE International Conference on Computer Vision Workshops · no summary yet**Allison Janoch et al.*2011 · 253 citations*
7. **[A geometric approach to robotic laundry folding ↗](https://doi.org/10.1177/0278364911430417) The International Journal of Robotics Research · no summary yet**Stephen Miller et al.*2011 · 242 citations*
8. [**Not what you've signed up for: Compromising Real-World LLM-Integrated Applications with Indirect Prompt Injection arXiv:2302.12173**Kai Greshake, Sahar Abdelnabi, Shailesh Mishra, et al.*2023 · 239 citations*](https://md.research.elamur.ai/free/en/papers/greshake-2023-ve-signed-up-compromising-real/)
9. **[Machine Learning Challenges. Evaluating Predictive Uncertainty, Visual Object Classification, and Recognising Tectual Entailment ↗](https://doi.org/10.1007/11736790) Lecture notes in computer science · no summary yet**Mark Everingham et al.*2006 · 218 citations*
10. **[Artificial Fingerprinting for Generative Models: Rooting Deepfake Attribution in Training Data ↗](https://doi.org/10.1109/iccv48922.2021.01418) IEEE/CVF International Conference on Computer Vision (ICCV) · no summary yet**Ning Yu et al.*2021 · 197 citations*
11. **[Exploiting Saliency for Object Segmentation from Image Level Labels ↗](https://doi.org/10.1109/cvpr.2017.535) IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings - IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings · no summary yet**Seong Joon Oh et al.*2017 · 193 citations*
12. **[Time-Conditioned Action Anticipation in One Shot ↗](https://doi.org/10.1109/cvpr.2019.01016) IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings - IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings · no summary yet**Qiuhong Ke, Mario Fritz, Bernt Schiele*2019 · 110 citations*
13. **[Multi-cue Zero-Shot Learning with Strong Supervision ↗](https://doi.org/10.1109/cvpr.2016.14) IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings - IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings · no summary yet**Zeynep Akata et al.*2016 · 108 citations*
14. **[Open-Domain, Content-based, Multi-modal Fact-checking of Out-of-Context Images via Online Resources ↗](https://doi.org/10.1109/cvpr52688.2022.01452) IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings - IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings · no summary yet**Sahar Abdelnabi, Rakibul Hasan, Mario Fritz*2022 · 106 citations*
15. **[The NBNN kernel ↗](https://doi.org/10.1109/iccv.2011.6126449) International Conference on Computer Vision · no summary yet**Tinne Tuytelaars et al.*2011 · 100 citations*
16. **[Deep Reflectance Maps ↗](https://doi.org/10.1109/cvpr.2016.488) IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings - IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings · no summary yet**Konstantinos Rematas et al.*2016 · 98 citations*
17. **[Parametrized shape models for clothing ↗](https://doi.org/10.1109/icra.2011.5980453) Proceedings - IEEE International Conference on Robotics and Automation/Proceedings · no summary yet**Stephen D. Miller et al.*2011 · 93 citations*
18. **[Multi-class Video Co-segmentation with a Generative Multi-video Model ↗](https://doi.org/10.1109/cvpr.2013.48) IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings - IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings · no summary yet**Wei-Chen Chiu, Mario Fritz*2013 · 84 citations*
19. **[Sparselet Models for Efficient Multiclass Object Detection ↗](https://doi.org/10.1007/978-3-642-33709-3_57) Lecture notes in computer science · no summary yet**Hyun Oh Song et al.*2012 · 78 citations*
20. **[B-cos Networks: Alignment is All We Need for Interpretability ↗](https://doi.org/10.1109/cvpr52688.2022.01008) IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings - IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings · no summary yet**Moritz Böhle, Mario Fritz, Bernt Schiele*2022 · 71 citations*
21. **[Learning to Detect Visual Grasp Affordance ↗](https://doi.org/10.1109/tase.2015.2396014) IEEE Transactions on Automation Science and Engineering · no summary yet**Hyun Oh Song et al.*2015 · 62 citations*
22. **[An Additive Latent Feature Model for Transparent Object Recognition ↗](https://openalex.org/W2140188952) Max Planck Digital Library · no summary yet**Mario Fritz et al.*2009 · 59 citations*
23. **[Dual Contrastive Loss and Attention for GANs ↗](https://doi.org/10.1109/iccv48922.2021.00666) IEEE/CVF International Conference on Computer Vision (ICCV) · no summary yet**Ning Yu et al.*2021 · 53 citations*
24. **[Anytime Recognition of Objects and Scenes ↗](https://doi.org/10.1109/cvpr.2014.80) IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings - IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings · no summary yet**Sergey Karayev, Mario Fritz, Trevor Jackson Darrell*2014 · 48 citations*
25. **[Timely Object Recognition ↗](https://openalex.org/W2101474437) no summary yet**Sergey Karayev et al.*2012 · 39 citations*

[See all 35 works by Mario Fritz →](https://md.research.elamur.ai/free/en/authors/mario-fritz/works/)

## Co-authors here

1 co-author with a page, the most papers together first.

- [Hui-Po Wang](https://md.research.elamur.ai/free/en/authors/hui-po-wang/) ×2

## Venues

Where their works here were published, the most works first, with the editions of those that have a page.

- IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings - IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings ×9
- Lecture notes in computer science ×4
- IEEE/CVF International Conference on Computer Vision (ICCV) ×3
- [Findings of the Association for Computational Linguistics](https://md.research.elamur.ai/free/en/venues/findings/) ×2: [Findings of the Association for Computational Linguistics 2026](https://md.research.elamur.ai/free/en/venues/findings/2026/) ×2
- IEEE International Conference on Computer Vision Workshops ×2
- IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS) ×2
- UC Berkeley ×2
- [Annual Meeting of the Association for Computational Linguistics (ACL)](https://md.research.elamur.ai/free/en/venues/acl/): [ACL 2025](https://md.research.elamur.ai/free/en/venues/acl/2025/)
- Advances in computer vision and pattern recognition
- Elsevier eBooks
- IEEE Transactions on Automation Science and Engineering
- International Conference on Computer Vision

## Cited by

Papers of our library cite their works 371 times (of the 149,439 papers whose bibliographies we read); [45 citing papers with a page here →](https://md.research.elamur.ai/free/en/authors/mario-fritz/cited-by/).

Updated 1 November 2026