7 citations · 19 across the 7 of their papers we have counts for
7 papers
CPSAA: Accelerating Sparse Attention using Crossbar-based Processing-In-Memory Architecture
Huize Li, Hai Jin, Long Zheng +7
The attention mechanism requires huge computational efforts to process unnecessary calculations, significantly limiting the system's performance. Researchers propose sparse attenti…
GIDN: A Lightweight Graph Inception Diffusion Network for High-efficient Link Prediction
Zixiao Wang, Yuluo Guo, Jin Zhao +5
In this paper, we propose a Graph Inception Diffusion Networks(GIDN) model. This model generalizes graph diffusion in different feature spaces, and uses the inception module to avo…
Accelerating Backward Aggregation in GCN Training with Execution Path Preparing on GPUs
Shaoxian Xu, Zhiyuan Shao, Ci Yang +2
The emerging Graph Convolutional Network (GCN) has now been widely used in many domains, and it is challenging to improve the efficiencies of applications by accelerating the GCN t…
ScalaBFS: A Scalable BFS Accelerator on HBM-Enhanced FPGAs
Kexin Li, Chenhao Liu, Zhiyuan Shao +5
High Bandwidth Memory (HBM) provides massive aggregated memory bandwidth by exposing multiple memory channels to the processing units. To achieve high performance, an accelerator b…
Optimizing Memory Performance of Xilinx FPGAs under Vitis
Ruoshi Li, Hongjing Huang, Zeke Wang +3
Plenty of research efforts have been devoted to FPGA-based acceleration, due to its low latency and high energy efficiency. However, using the original low-level hardware descripti…
A Survey of Non-Volatile Main Memory Technologies: State-of-the-Arts, Practices, and Future Directions
Haikun Liu, Di Chen, Hai Jin +4
Non-Volatile Main Memories (NVMMs) have recently emerged as promising technologies for future memory systems. Generally, NVMMs have many desirable properties such as high density,…
Supporting Superpages and Lightweight Page Migration in Hybrid Memory Systems
Xiaoyuan Wang
Superpages have long been used to mitigate address translation overhead in big memory systems. However, superpages often preclude lightweight page migration, which is crucial for p…