Curriculum Vitae

Martin Takáč CV

A concise overview of my academic appointments, research directions, selected publications, grants, service, and strategic AI programs.

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Optimization

Large-scale, stochastic, distributed, and second-order methods for machine learning.

Scientific AI

AI systems for scientific discovery, biology, causal reasoning, and domain constraints.

Energy AI

Domain LLMs and VLMs for causal, mathematical, and physics-grounded energy workflows.

LLM Work

Reasoning, agents, evaluation, and reliable AI for specialized real-world workflows.

Full CV

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