Author

Yaqing Wang

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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. · Proceedings of the Thirty-Fi... · 1 citation

Jul 2026

Mechanistic Attention Guidance for Agent Memory Refinement

This work shows that retrieval-head attention provides a mechanistic signal for revealing segment-level memory utilization and proposes Attention-Guided Memory Refinement (AGMR), a framework that uses utilization patterns revealed by attention to guide targeted segment-level memory updates.

Yechao Hong, Hai-Quan Qiu, Yaqing Wang et al. · arXiv.org · 0 citations