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cs.AR2025
SliceMoE: Bit-Sliced Expert Caching under Miss-Rate Constraints for Efficient MoE Inference
Yuseon Choi, Sangjin Kim, Jungjun Oh +3
MoE models offer efficient scaling through conditional computation, but their large parameter size and expensive expert offloading make on-device deployment challenging. Existing a…
cs.AR2022
Energy-efficient Dense DNN Acceleration with Signed Bit-slice Architecture
Dongseok Im, Gwangtae Park, Zhiyong Li +2
As the number of deep neural networks (DNNs) to be executed on a mobile system-on-chip (SoC) increases, the mobile SoC suffers from the real-time DNN acceleration within its limite…