Research Directions & Projects

Ongoing and past research directions and projects of our research collective.

Active

Active Project

FINe-Health Foundry

Developing a nationwide, versatile foundation health model using Finland's national health databases for clinical decision support, individual disease prevention, and policy simulations.

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Active Direction

AI for Health

Developing next-generation AI systems for pathology, treatment optimization, and automated clinical decision-making.

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Active Direction

AI for Mental Health

Advancing automated mental health analysis through domain-specific LLMs, emotional analysis, and resource-driven modeling.

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Active Direction

Memory in LLMs and Agents

Native model memory that can be transferred and adaptively routed, and memory mechanisms for LLM agents.

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Active Direction

Multilingual NLP

Multilingual NLP for low-resource languages, ensuring global applicability of language technology.

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Archived

Archived Project

NLP for Health

Advancing clinical information management through automated medical coding, patient outcome prediction, and biomedical reasoning.

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