6 citations · 14 across the 26 of their papers we have counts for
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cs.LG2025
On-Demand Multi-Task Sparsity for Efficient Large-Model Deployment on Edge Devices
Lianming Huang, Haibo Hu, Qiao Li +2
Sparsity is essential for deploying large models on resource constrained edge platforms. However, optimizing sparsity patterns for individual tasks in isolation ignores the signifi…
cs.LG2024★ 1 cited
On the Compressibility of Quantized Large Language Models
Yu Mao, Weilan Wang, Hongchao Du +2
Deploying Large Language Models (LLMs) on edge or mobile devices offers significant benefits, such as enhanced data privacy and real-time processing capabilities. However, it also…