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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

Ming-Hui Min

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2 papers indexed here

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2026

Task Offloading in Marine Edge Clouds: A Lyapunov-Guided Multi-Agent DRL Approach

Maritime mobile edge computing (MMEC) has emerged as a key enabler for supporting computation-intensive vision applications on uncrewed surface vehicles (USVs). However, volatile maritime channels, heterogeneous computing resources, and mismatched task offloading strategies jointly lead to excessive energy consumption...

Wen-Qian Luo, Yanglong Sun, Wei-Jian Xu et al. · 0 citations
#artificial intelligence Review Sep 2026

Diffusion Language Models for Mobile Edge Agentic AI: Foundations, Applications, and Challenges

Diffusion language models (DLMs) offer a non-autoregressive alternative for mobile edge agentic artificial intelligence (AI) by refining tokens through iterative denoising rather than left-to-right decoding. Compared with autoregressive Transformer-based large language models (LLMs), DLMs can update multiple uncertain...

Chen-Qi Li, Ming-Hui Min, D. Niyato et al. · 0 citations

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