19 citations · 20 across the 6 of their papers we have counts for
6 papers
SparseMap: Loop Mapping for Sparse CNNs on Streaming Coarse-grained Reconfigurable Array
Xiaobing Ni, Mengke Ge, Jiaheng Ruan +2
Streaming coarse-grained reconfgurable array (CGRA) is a promising architecture for data/computing-intensive applications because of its fexibility, high throughput and efcient mem…
Allspark: Workload Orchestration for Visual Transformers on Processing In-Memory Systems
Mengke Ge, Junpeng Wang, Binhan Chen +4
The advent of Transformers has revolutionized computer vision, offering a powerful alternative to convolutional neural networks (CNNs), especially with the local attention mechanis…
BandMap: Application Mapping with Bandwidth Allocation forCoarse-Grained Reconfigurable Array
Xiaobing Ni, Jiaheng Ruan, Mengke Ge +3
This paper proposes an application mapping algorithm, BandMap, for coarse-grained reconfigurable array (CGRA), which allocates the bandwidth in PE array according to the transferri…
NicePIM: Design Space Exploration for Processing-In-Memory DNN Accelerators with 3D-Stacked-DRAM
Junpeng Wang, Mengke Ge, Bo Ding +3
With the widespread use of deep neural networks(DNNs) in intelligent systems, DNN accelerators with high performance and energy efficiency are greatly demanded. As one of the feasi…
Synthesizing Brain-Network-Inspired Interconnections for Large-Scale Network-on-Chips
Mengke Ge, Xiaobing Ni, Qi Xu +4
Brain network is a large-scale complex network with scale-free, small-world, and modularity properties, which largely supports this high-efficiency massive system. In this paper, w…
Generalized Fault-Tolerance Topology Generation for Application Specific Network-on-Chips
Song Chen, Mengke Ge, Zhigang Li +3
The Network-on-Chips is a promising candidate for addressing communication bottlenecks in many-core processors and neural network processors. In this work, we consider the generali…