Author

Yong Wang

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#artificial intelligence Preprint Sep 2026

EMIR$^2$: Evolution-Aware Memory with Intent-Guided Multi-Round Retrieval

Experiments on LoCoMo and MemConflict demonstrate that the proposed EMIR framework and intent-guided multi-round retrieval mechanism improves long-term memory utilization, dynamic and static conflict handling, and complex retrieval performance, achieving relative improvements of more than 12\% in certain categories.

Jin-Lan Liu, Hong-Liang Sun, Yong Wang et al. · 0 citations

Preprint Aug 2026

GARDRec: Decision-Level Graph Grounding for Large Language Model Recommendation

GARDRec, a Graph-grounded Adaptive Reasoning and Decision-aware Recommendation framework for LLM-based next-item ranking, is proposed, which improves candidate-ranking performance over representative baselines and verifies the contributions of graph projection, neighborhood retrieval, explicit decision features, rankin...

Yong Wang, Hong-Liang Sun, Jin-Lan Liu et al. · 0 citations