Phd Position: Building Adaptive and Trustworthy Ai for Secure and Critical Environments

Institution: Simula Cybersecurity, Oslo, Norway
**Project Description**
In an era where AI increasingly influences critical decisions in areas like healthcare, finance, and infrastructure, we face an urgent societal challenge: how can AI systems continuously learn and adapt to dynamic environments and evolving threats without compromising their safety, reliability, or core knowledge? How do we ensure these systems operate ethically and fairly? This doctoral research addresses these fundamental questions, developing novel AI architectures and methodologies that carefully balance adaptability with stability and responsibility in high-stakes domains.
**What You Will Investigate**
- Reliable Continuous Learning: Design and evaluate mechanisms (e.g., mitigating catastrophic forgetting) that allow AI systems to learn continuously from new data while reliably preserving critical knowledge and ensuring stable performance.
- Holistic AI Understanding: Create and analyze framework...

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