Author

Nuo-Yue Xu

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Open access 2026

When does heterogeneous structured evidence help? A unified benchmark for structured-data modeling

Real-world entities are often characterized by heterogeneous structured information, including static attributes, temporal dynamics, and relational dependencies. However, existing benchmarks provide limited understanding of whether multimodal models can effectively exploit complementary information across these modalit...

Kai-Jie Cheng, Nuo-Yue Xu, Xing-Xuan Zhang et al. · AI Plus · 0 citations

#artificial intelligence Preprint Sep 2026

Agent Memory with Episodic Retrieval for Financial Decision-Making

This work introduces META (Memory Enhanced Trading Agent), the first RAG-like episodic-memory-augmented multi-agent framework for financial decision making and demonstrates that episodic memory provides a powerful mechanism for regime-aware, interpretable, and low-latency decision-making in trading and decision making.

Nuo-Yue Xu, Jiang Liu, Wen-Xuan Huang et al. · 0 citations