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Wenhua Nie

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#artificial intelligence Preprint Sep 2026

A General Framework for Budgeted Threshold Incentives on Request

On-demand delivery platforms pay riders through incentive activities whose tiers are set from recent completions of riders with a similar history. Operators request such plans for changing periods, rider populations, payment rules and budgets, often for holidays or bad weather, where randomized trials are scarce and ta...

Zhuo-Lin Wu, Chen-Rui Zhu, Wen-Hua Nie et al. · 0 citations
Jul 2026

Dependency-Guided Code Generation: Structured Matrix Decomposition and Consistency-Guided Refinement

This work proposes a dependency-aware code generation framework that explicitly models interactions among code entities through a graph-based representation, and introduces a sparse triplet representation for strong dependencies, significantly improving storage efficiency and computational scalability.

Ming-Qiao Mo, Yangcheng Zeng, Zikai Xiao et al. · 0 citations

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