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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

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Mingliang Xu

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2 papers indexed here

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#graph neural networks Nov 2026

Efficient Task Assignment in Dependency-Cooperative Spatial Crowdsourcing

With the rapid advancement of mobile technology and ubiquitous computing, spatial crowdsourcing has emerged as a promising computing paradigm. The growing complexity of spatial tasks has increasingly driven the demand for coordination among interdependent tasks and the cooperative participation of mobile workers, which...

Lin-Shen Luan, Wei Chen, Ran Feng et al. · 0 citations
Open access Aug 2026

APM-DETR: adaptive perceptual multi-scale DETR for road defect detection in complex scenes

This study proposes an adaptive perceptual multi-scale detection transformer (APM-DETR), a detection network customized for real-world complex road environments that achieves highly competitive detection accuracy, outperforming existing models on multiple defect types.

Yang Lu, Xiao-Bao Li, Shao-Hui Jin et al. · 0 citations

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