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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

Pan Mu

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2 papers indexed here

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Book Open access Aug 2026

OpenAqua: A Large-Scale Fine-Grained Dataset and Benchmark for Open Underwater Visual Perception

Monitoring aquatic biodiversity is vital for maintaining global ecological balance. While advancements in computer vision have revolutionized underwater perception, existing datasets are predominantly limited to coarse-grained categories or lack spatial localization annotations, severely constraining the applicability...

Linxuan Luo, Pan Mu, Cong Bai · 0 citations
Preprint Aug 2026

Tianmu-TC: Physics-constraints Generative Artificial Intelligence for Global Tropical Cyclone Forecasting

Experiments show Tianmu-TC outperforms deterministic and ensemble meteorological artificial intelligence models and authoritative NWP systems in global ocean basins, with significantly lower computational cost, and suggest physics-constraints generative AI offers a promising approach for reliable, efficient global TC f...

Shiqi Zhang, Pan Mu, Cheng Huang et al. · 0 citations

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