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eess.SP2019★ 9 cited
A SOT-MRAM-based Processing-In-Memory Engine for Highly Compressed DNN Implementation
Geng Yuan, Xiaolong Ma, Sheng Lin +2
The computing wall and data movement challenges of deep neural networks (DNNs) have exposed the limitations of conventional CMOS-based DNN accelerators. Furthermore, the deep struc…
eess.SP2019
Tiny but Accurate: A Pruned, Quantized and Optimized Memristor Crossbar Framework for Ultra Efficient DNN Implementation
Xiaolong Ma, Geng Yuan, Sheng Lin +6
The state-of-art DNN structures involve intensive computation and high memory storage. To mitigate the challenges, the memristor crossbar array has emerged as an intrinsically suit…