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Author

Jiaming Zhang

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Jul 2026

LazyMem: Retrieve Broadly, Construct Selectively for Efficient Long-Term Agent Memory

LazyMem is introduced, which resolves this tension by deferring all memory construction to query time and generalizes to LoCoMo without target-domain training and reduces mean latency relative to the prior query-time baseline.

Jing Yu, Yibo Zhao, Jiaming Zhang et al. · 1 citation
Book Open access Jul 2026

Population-Guided Intent-Aware Query Rewriting for Web Search

Population-Guided Intent-Aware Rewriting (PGIR) is proposed, which captures dominant population intent via a Semantic Clustering Unit (SCU) and generates intent-aware rewrites through a Rewriting Unit (U), aligning queries with mainstream search goals without requiring user history.

Yuanzhao Guo, Shuai Zhang, Ang Li et al. · 0 citations

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