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HUHuawei Research Center Germany

PhD Student - Privacy Enhancing Technologies for LLMs and AI Agents(m/w/x)

München
Full-timeOn-siteJunior
AI/ML
Data Science

Researching privacy risks in AI agent systems, focusing on memory, reasoning, and multi-agent communication. Development of privacy-preserving methods to mitigate sensitive data leakage required. Healthy meals, language courses, and strong support for publishing.

Requirements

  • Master’s degree (or equivalent) in computer science, mathematics, electrical engineering, or related field
  • Strong background in machine learning, deep learning, or natural language processing
  • Proficient programming skills in Python
  • Experience with PyTorch, TensorFlow, or JAX
  • Familiarity with large language models and agent-based systems (plus)
  • Knowledge of privacy and security techniques for ML systems (plus)
  • Prior research experience or publications in ML, security, or privacy venues (advantageous)
  • Excellent written and spoken English

Tasks

  • Conduct systematic research on privacy risks in AI agent systems
  • Focus on memory, reasoning, decision-making, and multi-agent communication
  • Develop privacy-preserving methods to mitigate sensitive data leakage
  • Prevent prompt-based extraction and unintended memorization
  • Address privacy violations during agent collaboration
  • Explore and apply privacy frameworks to agent-based architectures
  • Design and implement prototypes in realistic LLM and multi-agent environments
  • Evaluate prototypes in realistic LLM and multi-agent environments
  • Publish research in leading conferences and journals
  • Collaborate with academic and industrial partners
  • Transfer research results into real-world systems and products

Education

  • Master's degree

Languages

  • EnglishNative

Tools & Technologies

  • Python
  • PyTorch
  • TensorFlow
  • JAX
  • machine learning
  • deep learning
  • natural language processing
  • large language models
  • agent-based systems

Benefits

Free or Subsidized Food

  • Healthy meals

Learning & Development

  • Training opportunities
  • Language courses

Informal Culture

  • Diverse and welcoming environment

Other Benefits

  • Strong support for publishing
  • Resources for research

Mentorship & Coaching

  • Mentorship

Startup Environment

  • Collaboration opportunities
  • Ability to transform prototypes into products

Purpose-Driven Work

  • Opportunity to contribute research
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