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Author

Aijun Yang

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Preprint Aug 2026

Self-Correcting Long-Horizon Search Agents via Tree-Structured Memory

Experiments establish ReTree as an effective self-correcting memory abstraction for long-horizon search, and show that ReTree consistently outperforms Full-Trajectory ReAct in question-answering and search benchmarks.

Aijun Yang, Qianxue Guo, Ziyi Huang et al. · 0 citations
Conference Open access 2026

Powering Verifiable Learning via Automated Evolutionary Data Synthesis

This work introduces an evolutionary, task-agnostic, strategy-guided, executably-checkable data synthesis framework that, from minimal seed supervision, jointly synthesizes problems, diverse candidate solutions, and verification artifacts, and iteratively discovers strategies via a consistency-based evaluator that enfo...

He Du, Bowen Li, Aijun Yang et al. · 0 citations

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