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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

Lei Li

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Sep 2026

A lightweight model for modulation recognition of integrated underwater acoustic sensing and communication signals.

Experimental results under standard, generalization, and robustness evaluation settings show that Mixer remains competitive in the low-signal-to-noise ratio regime and provides a favorable balance between lightweight design and recognition performance.

Li-Ya Liu, Xue-Rong Cui, Juan Li et al. · 0 citations
Oct 2026

A Variationally Constrained Attention Model for Sea Surface Height Reconstruction With Multisource Observations

Sea surface height (SSH) is a key variable for characterizing ocean dynamics, yet its high-resolution reconstruction remains challenging due to sparse satellite observations and the limited ability of conventional methods to represent multiscale nonlinear processes. This study proposes a physics-constrained SSH reconst...

Xue-Rong Cui, Yuan-Hao Fang, Juan Li et al. · 0 citations

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