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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

Da-She Li

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Open access Sep 2026

DMFNet: A Dynamic Multilevel Fusion Network for long-term multivariate water quality forecasting.

Accurate prediction of water quality parameters is essential for risk warning and intelligent management in aquaculture. However, water quality time series remain difficult to forecast because of time-varying cross-variable dependencies, coexisting periodic variations and abrupt changes, and the limited ability of exis...

Da-She Li, Hao-Ran Xing, Ying Li et al. · 0 citations
Open access Sep 2026

An underwater precision fish counting framework using transformer with feature offset aggregation and occlusion-aware attention in aquaculture

A novel deep learning framework designed to enhance the accuracy and robustness of fish counting, termed OGLA-Net is proposed and systematically evaluated across three datasets, demonstrating that the proposed counting framework delivers high accuracy across diverse conditions, providing a reliable solution for automat...

Tong-Tong Gu, Zheng-Meng Wu, Da-She Li et al. · 0 citations

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