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Sponsored AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI

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Pei-Yao Zhao

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Conference Open access Sep 2026

Beyond Scaling: A Survey of Data-Efficient Learning for LLM Agents

An agent-centric view of data-efficient learning is developed, an agentic learning loop is formulated, data efficiency is defined as capability improvement without proportional increases in supervision or real-environment trial-and-error, and methods are synthesized into experience augmentation, agent structural design...

Yaqing Wang, Zhen-Lin Luo, Pei-Yao Zhao et al. · 1 citation

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