13 citations · 38 across the 5 of their papers we have counts for
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cs.LG2025★ 13 cited
MNN-LLM: A Generic Inference Engine for Fast Large Language Model Deployment on Mobile Devices
Zhaode Wang, Jingbang Yang, Xinyu Qian +4
Large language models (LLMs) have demonstrated exceptional performance across a variety of tasks. However, their substantial scale leads to significant computational resource consu…
cs.LG2022★ 10 cited
Walle: An End-to-End, General-Purpose, and Large-Scale Production System for Device-Cloud Collaborative Machine Learning
Chengfei Lv, Chaoyue Niu, Renjie Gu +17
To break the bottlenecks of mainstream cloud-based machine learning (ML) paradigm, we adopt device-cloud collaborative ML and build the first end-to-end and general-purpose system,…