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layout default
title Home
research_directions
icon title description
🤖
Continuous Learning & Autonomous Agent Evolution
Designing agents that accumulate knowledge over time, adapt to non-stationary environments, and self-improve across tasks — without catastrophic forgetting or human intervention.
icon title description
🧠
Knowledge Reasoning, Representation & Utilization
Building expressive knowledge representations and robust multi-step reasoning capabilities that connect structured knowledge graphs with unstructured information for real-world inference and decision-making.
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🔬
Foundation Models for Vertical Domains
Adapting large foundation models to specialized fields — driving breakthroughs in industrial manufacturing, materials science, and beyond through AI-powered knowledge synthesis and discovery.
KNOWLEDGE · REASONING · AGI

Exploring AGI for
Knowledge Science

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Research Directions
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Latest News
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Featured Papers
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