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Mario Fritz — most-cited papers & profile · Cybersecurity
← authors
·
overview
Mario Fritz
57
papers ·
513
citations ·
58
h-index
Helmholtz Center for Information Security
Google Scholar ↗
Semantic Scholar ↗
OpenAlex ↗
Most-cited papers
Prediction Poisoning: Towards Defenses Against DNN Model Stealing Attacks
2019 · 65 citations
ML-Doctor: Holistic Risk Assessment of Inference Attacks Against Machine Learning Models
2021 · 46 citations
Not what you've signed up for: Compromising Real-World LLM-Integrated Applications with Indirect Prompt Injection
2023 · 44 citations
Sampling Attacks: Amplification of Membership Inference Attacks by Repeated Queries
2020 · 26 citations
Gradient-Leaks: Understanding and Controlling Deanonymization in Federated Learning
2018 · 20 citations
ML-Leaks: Model and Data Independent Membership Inference Attacks and Defenses on Machine Learning Models
2018 · 13 citations
CodeLMSec Benchmark: Systematically Evaluating and Finding Security Vulnerabilities in Black-Box Code Language Models
2023 · 6 citations
"what's In The Box?!": Deflecting Adversarial Attacks By Randomly Deploying Adversarially-disjoint Models
2021 · 1 citations
HexaCoder: Secure Code Generation via Oracle-Guided Synthetic Training Data
2024 · 1 citations
Certifiably robust malware detectors by design
2025
Stealix: Model Stealing via Prompt Evolution
2025
ProxyPrompt: Securing System Prompts against Prompt Extraction Attacks
2025
Fundamental Risks in the Current Deployment of General-Purpose AI Models: What Have We (Not) Learnt From Cybersecurity?
2025
MLCapsule: Guarded Offline Deployment of Machine Learning as a Service
2018
SecurityNet: Assessing Machine Learning Vulnerabilities on Public Models
2023
Top co-authors
Yang Zhang
· 5
Michael Backes
· 4
Ahmed Salem
· 3
Tribhuvanesh Orekondy
· 3
Bernt Schiele
· 2
Hui-Po Wang
· 2
Lea Sch\"onherr
· 2
Maria-Irina Nicolae
· 2
Sahar Abdelnabi
· 2
Xinlei He
· 2
Boyang Zhang
· 1
Christoph Endres
· 1
Topics
Adversarial ML
Privacy
Threat Intelligence
LLM Security
Vulnerability Detection
Network Security
Malware Detection