KNOWLEDGE · REASONING · AGI

Exploring AGI for
Knowledge Science

Welcome to KnowledgeXLab! We are creating self-evolving intelligence through autonomous reasoning and continuous learning.

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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.

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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.


2026.04 Two Papers are accepted at ACL 2026 🎉
2026.01 Three Papers are accepted at ICLR 2026 🎉