Author

Zhonghao Lyu

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Preprint Aug 2026

Pruning-Aware Multi-Cluster Co-Inference for Large AI Models in AI-RANs

A multi-cluster LAIM co-inference framework, where an edge server equipped with multiple graphics processing units (GPUs) coordinates multiple user clusters to execute inference tasks collaboratively, significantly outperforms existing benchmark schemes, achieving superior inference accuracy and resource efficiency in...

Xiaowen Cao, Zhonghao Lyu, Shicheng Chu et al. · 0 citations

#artificial intelligence Preprint Sep 2026

SWRouter: Similarity-Contractive Window Routing for Multi-Turn Large Language Model Conversations

This paper proposes SWRouter, a Similarity-Contractive Window Router for multi-turn large language model routing that combines a similarity-based context segmentation mechanism for prompt construction with a dual-metric evaluation framework that decouples construction accuracy from router performance.

Yu Wang, Yuchen Li, Rui Kong et al. · 0 citations