الباحثون

Xiaokui Xiao

المنشورات 2

نسخة أولية وصول مفتوح

BetweenCut: Private Heavy-Node Classification with Doubly Logarithmic Error in Tree Height

Ergute Bao, Graham Cormode, Xiaokui Xiao وآخرون · 2026

Finding heavy nodes in a tree---those whose counts exceed a given threshold---is a building block for analysis and learning over structured data. Achieving record-level differential privacy (DP) without sacrificing accuracy is challenging because each record contributes to counts along an entire root-to-leaf path, allo …

نسخة أولية وصول مفتوح

Clarify the User or Verify the World? Uncertainty Routing for Proactive Agents

Zhaofeng Li, Xuan Zhang, Xiaokui Xiao وآخرون · 2026

Tool-using LLM agents must decide not only whether additional information is needed, but also which source can resolve the uncertainty. Existing proactive approaches often specialize in either user clarification or environment verification, without explicitly determining the appropriate information source for each deci …

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