Fabian Kovac

Fabian Kovac is a Junior Researcher in the Data Intelligence research group at the Institute of IT Security Research, Department of Computer Science and Security, St. Pölten University of Applied Sciences. His work bridges artificial intelligence, data science, and IT security with a focus on practical implementations and theoretical foundations.

His research spans critical AI domains including:

• Trustworthy and user-centered AI systems
• Attainable utility preservation for AI safety
• Sustainable and energy-efficient AI development
• Active learning methodologies
• Environmental applications of machine learning

Analysis of his 2022-2026 publications reveals a cohesive trajectory toward making AI systems more robust, interpretable, and environmentally responsible. His work consistently addresses the tension between AI capability and safety, with recent contributions focusing on baseline methods for utility preservation and sustainability metrics. The upcoming TrustAI platform (2026) demonstrates his commitment to translating theoretical frameworks into user-centered tools.

No scientific awards were documented in the available sources.

Regarding academic advising and research funding, no student supervision records or specific grant details were disclosed in the provided materials.

Kovac operates within the Data Intelligence research group at the Institute of IT Security Research, contributing to interdisciplinary projects that merge security principles with cutting-edge AI development across academic and industrial collaborations.