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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

Shucheng Li

Nanjing University

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Conference Aug 2026

DOpt: Decomposed Optimization for Collaborative VLM Inference Over IoT-UAV-GBS Hierarchies

Vision-language models (VLMs) have achieved remarkable success, yet their substantial resource demands far exceed the capabilities of typical IoT devices. This paper investigates collaborative VLM inference across IoT devices, mobile UAV relays, and a ground base station to bring intelligence to the edge. The collabora...

Jie Zhao, Shucheng Li, Ming-Liu Liu et al. · 0 citations

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