Author

Mario Colosi

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Preprint Jul 2026

LMEdge: QoS-Aware LLM Inference Orchestration on Edge Clusters

This paper employs five lightweight machine learning models to predict query-specific latency, accuracy, resource usage, and response size for each model-size-quantization-device combination, and design a lightweight heuristic that approximates the BILP solution.

Reza Farahani, Zoha Azimi, Mario Colosi et al. · 0 citations