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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

Author

Qing He

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2 papers indexed here

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2026

Uncertainty-Aware Weakly Supervised Building Change Detection with Point Annotations

Point-based weakly supervised strategies can reduce annotation costs but suffer from the problems of semantic sparsity and boundary ambiguity. This paper proposes an uncertainty-aware weakly supervised building change detection method with point annotations. First, the method leverages the proposal generation capabilit...

Yongqing Wang, Er-Zhu Li, Lihua Du et al. · 0 citations
2026

Neighborhood Geometry–Guided Prototype Contrastive Adaptation for Cross-Domain Remote Sensing Scene Classification

A neighborhood geometry–guided prototype contrastive adaptation (NGPCA) framework built upon the domain-adversarial neural network is proposed, showing robust performance for cross-domain remote sensing scene classification.

Qing He, Er-Zhu Li, Wei-Jing Zhu et al. · 0 citations

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