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cs.LG2024★ 3 cited
MCUBERT: Memory-Efficient BERT Inference on Commodity Microcontrollers
Zebin Yang, Renze Chen, Taiqiang Wu +5
In this paper, we propose MCUBERT to enable language models like BERT on tiny microcontroller units (MCUs) through network and scheduling co-optimization. We observe the embedding…
cs.AR2024★ 1 cited
vMCU: Coordinated Memory Management and Kernel Optimization for DNN Inference on MCUs
Size Zheng, Renze Chen, Meng Li +3
IoT devices based on microcontroller units (MCU) provide ultra-low power consumption and ubiquitous computation for near-sensor deep learning models (DNN). However, the memory of M…