KNOWLEDGE · REASONING · AGI
Exploring AGI for
Knowledge Science
Welcome to KnowledgeXLab! We are creating self-evolving intelligence through autonomous reasoning and continuous learning.
Research Directions
🤖
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.
🧠
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.
🔬
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.
Latest News
2026.06
EvolveR is accepted at ICML 2026 🎉
2026.04
Two Papers (MUSE
, Trainee-Bench
) are accepted at ACL 2026 🎉
2026.01
Three Papers are accepted at ICLR 2026 🎉
Featured Papers
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