Author

Shaolong Li

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Conference Open access Sep 2026

M-LoRA: Efficient Serving for Concurrent LoRA Adapters with Memory-Aware Speculative Scheduler on Single GPU

M-LoRA is proposed, a memory-aware multi-LoRA serving system that reduces queuing delay and improves throughput through efficient request scheduling guided by fine-grained memory modeling.

Shaolong Li, Xiang Yang, Qi Qi et al. · Proceedings of the Thirty-Fi... · 0 citations