Maria-Irina Nicolae
Scholar

Maria-Irina Nicolae

Google Scholar ID: kNOsX30AAAAJ
Bosch Research, Bosch Center for AI
Adversarial machine learningmachine learning securitymetric learningstatistical learning
Citations & Impact
All-time
Citations
1,250
 
H-index
8
 
i10-index
8
 
Publications
20
 
Co-authors
13
list available
Resume (English only)
Academic Achievements
  • - Publications:
  • *ProxyPrompt: Securing System Prompts against Prompt Extraction Attacks.* (2025)
  • *Stealix: Model Stealing via Prompt Evolution.* (ICML 2025)
  • *Medical Multimodal Model Stealing Attacks via Adversarial Domain Alignment.* (AAAI 2025)
  • *Stealthy Imitation: Reward-Guided Environment-Free Policy Stealing.* (ICML 2024)
  • *Revisiting Neural Program Smoothing for Fuzzing.* (ESEC/FSE 2023)
  • - Patents: 20+ issued US / EU / CN patents in adversarial ML, LLM security and embedded AI.
Research Experience
  • - Senior Researcher — AI Security & Trust, Bosch Research, 2019 – present
  • - Researcher — Adversarial AI, IBM Research, 2017 – 2019
Education
  • PhD in Representation Learning, Jean Monnet University, 2013 – 2016
Background
  • An AI researcher with over 10 years of experience at the intersection of AI and security. My work today centers on making AI systems more secure, robust, and trustworthy, with a focus on LLM evaluation and adversarial ML. Beyond securing AI, I have also contributed to the usage of AI in security, including ML-based fuzzing and intrusion detection.
Miscellany
  • Editor of a technical blog on security, privacy, and safety called Security Garten.