publications

2025

1. IPDPS

   GIFTS: Efficient GCN Inference Framework on PyTorch-CPU via Exploring the Sparsity

   Ruiyang Chen, Xing Li, Xiaoyao Liang, and Zhuoran Song

   In Proceedings of the IEEE International Parallel & Distributed Processing Symposium (IPDPS), 2025
2. DAC

   SAGA: A Memory-Efficient Accelerator for GANN Construction via Harnessing Vertex Similarity

   Ruiyang Chen, Xueyuan Liu, Chunyu Qi, Yuanzheng Yao, Yanan Sun, Xiaoyao Liang, and Zhuoran Song

   In Design Automation Conference (DAC), 2025

2024

1. HPCA

   Differential-Matching Prefetcher for Indirect Memory Access

   Gelin Fu, Tian Xia, Zhongpei Luo, Ruiyang Chen, Wenzhe Zhao, and Pengju Ren

   In The 30-th IEEE International Symposium on High-Performance Computer Architecture (HPCA), 2024

2022

1. TPDS

   A Comprehensive Performance Model of Sparse Matrix-Vector Multiplication to Guide Kernel Optimization

   Tian Xia, Gelin Fu, Chenyang Li, Zhongpei Luo, Lucheng Zhang, Ruiyang Chen, Wenzhe Zhao, Nanning Zheng, and Pengju Ren

   IEEE Transactions on Parallel and Distributed Systems, 2022