作者位次 #4/9NeurIPS 2026Poster
FELPS: Fair and Efficient Scheduling for Multi-LoRA Serving System
Yukai Ding · Chuang Hu · Fangcheng Fu · Xinyan Li · Susie X Rao · Shanshan Feng · Hao Wang · Xiao Yan · Jiawei Jiang
效率与系统OpenReview
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Yukai Ding · Chuang Hu · Fangcheng Fu · Xinyan Li · Susie X Rao · Shanshan Feng · Hao Wang · Xiao Yan · Jiawei Jiang
Hao Luo · Xiao Yan · Xinyan Li · Qiming Zeng · Yuhao Lin · Shanshan Feng · Hao Wang · Jiawei Jiang
Large Reasoning Models (LRMs) have achieved remarkable success on complex tasks by generating detailed Chain-of-Thought (CoT) reasoning. However, they tend to apply a uniform, computation-intensive deep reasoning strategy to all problems, leading to unnecessary overhead on simple tasks. This sign...
Xiaokai Zhou · Xiao Yan · Xinyan Li · Yuxiang Wang · Quanqing Xu · Chuang Hu · Tieyun Qian · Jiawei Jiang