11 citations · 11 across the 3 of their papers we have counts for
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cs.LG2024★ 11 cited
SmartMem: Layout Transformation Elimination and Adaptation for Efficient DNN Execution on Mobile
Wei Niu, Md Musfiqur Rahman Sanim, Zhihao Shu +5
This work is motivated by recent developments in Deep Neural Networks, particularly the Transformer architectures underlying applications such as ChatGPT, and the need for performi…
cs.LG2024★ 6 cited
SoD: Statically Optimizing Dynamic Deep Neural Network
Wei Niu, Gagan Agrawal, Bin Ren
Though many compilation and runtime systems have been developed for DNNs in recent years, the focus has largely been on static DNNs. Dynamic DNNs, where tensor shapes and sizes and…