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#edge computing Nov 2026

Multi-Tenant Edge AI as a Virtual Power Plant via Online Auction-Driven Energy Scheduling

We innovatively propose that the modern edge computing infrastructure equipped with battery energy storage can actively operate as a Virtual Power Plant (VPP) to support grid stability through real-time energy dispatch. However, the edge infrastructure does not directly control the workload of the edge AI services that...

Heng-Di Wang, Lei Jiao, Kong-Lin Zhu et al. · 1 citation
#large language models Book Open access Sep 2026

Online Scheduling of Battery-Aware Speculative Decoding for Energy-Efficient Cloud-Edge Collaborative LLM Inference

While distributed speculative decoding can offer efficient acceleration for Large Language Model (LLM) inference in cloud-edge environments, unleashing its full potential confronts significant challenges, including complex token draft-length management, uncertain prompt arrivals and system conditions, and joint edge ba...

Heng-Di Wang, Lei Jiao, Kong-Lin Zhu et al. · 0 citations

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