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The Battery Price of edge AI: A study of the Environmental Impact of LLM Inference on Mobile Devices

Guégain, Édouard et al.
arXiv (All) · Papers
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machine-learningperformance
The rapid diffusion of generative artificial intelligence raises privacy, latency, and performance concerns that motivate a shift toward "local-first" AI, where inferences are performed on the user's device instead of on remote cloud servers. This paradigm also places a significant computational loa
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