Accelerating CNN Algorithm with Fine-Grained Dataflow Architectures. - Taoran Xiang; Yujing Feng; Xiaochun Ye; Xu Tan 001; Wenming Li; Yatao Zhu; Meng Wu 006; Hao Zhang 009; Dongrui Fan (HPCC/SmartCity/DSS, 2018)

Applying CNN on a scientific application accelerator based on dataflow architecture. - Xiaochun Ye; Taoran Xiang; Xu Tan 001; Yujing Feng; Haibin Wu; Meng Wu 006; Dongrui Fan (CCF Trans. High Perform. Comput., 2019)

An Efficient Multicast Router using Shared-Buffer with Packet Merging for Dataflow Architecture. - Yi Li 043; Meng Wu 006; Wenming Li; Rui Xue; Dongrui Fan; Dan Li; Yuqing Ji; Xiaochun Ye (NOCS, 2020)

An efficient dataflow accelerator for scientific applications. - Xiaochun Ye; Xu Tan 001; Meng Wu 006; Yujing Feng; Da Wang; Hao Zhang 009; Songwen Pei; Dongrui Fan (Future Gener. Comput. Syst., 2020)

An efficient scheduling algorithm for dataflow architecture using loop-pipelining. - Yi Li 043; Meng Wu 006; Xiaochun Ye; Wenming Li; Rui Xue; Da Wang; Hao Zhang 009; Dongrui Fan (Inf. Sci., 2021)

Characterizing and Understanding Defense Methods for GNNs on GPUs. - Meng Wu 006; Mingyu Yan; Xiaocheng Yang; Wenming Li; Zhimin Zhang 004; Xiaochun Ye; Dongrui Fan (IEEE Comput. Archit. Lett., 2023)

Accelerating Convolutional Neural Networks by Exploiting the Sparsity of Output Activation. - Zhihua Fan; Wenming Li; Zhen Wang 045; Tianyu Liu; Haibin Wu; Yanhuan Liu; Meng Wu 006; Xinxin Wu; Xiaochun Ye; Dongrui Fan; Ninghui Sun; Xuejun An (IEEE Trans. Parallel Distributed Syst., 2023)

GDL-GNN: Applying GPU Dataloading of Large Datasets for Graph Neural Network Inference. - Haoran Dang; Meng Wu 006; Mingyu Yan; Xiaochun Ye; Dongrui Fan (Euro-Par (2), 2024)

ADE-HGNN: Accelerating HGNNs Through Attention Disparity Exploitation. - Dengke Han; Meng Wu 006; Runzhen Xue; Mingyu Yan; Xiaochun Ye; Dongrui Fan (Euro-Par (2), 2024)

Disttack: Graph Adversarial Attacks Toward Distributed GNN Training. - Yuxiang Zhang 011; Xin Liu 073; Meng Wu 006; Wei Yan; Mingyu Yan; Xiaochun Ye; Dongrui Fan (Euro-Par (2), 2024)

Accelerating Mini-batch HGNN Training by Reducing CUDA Kernels. - Meng Wu 006; Jingkai Qiu; Mingyu Yan; Wenming Li; Yang Zhang; Zhimin Zhang 004; Xiaochun Ye; Dongrui Fan (ICA3PP (3), 2024)

A Comprehensive Survey on GNN Characterization. - Meng Wu 006; Mingyu Yan; Wenming Li; Xiaochun Ye; Dongrui Fan; Yuan Xie 001 (CoRR, 2024)

Multilayer Dataflow: Orchestrate Butterfly Sparsity to Accelerate Attention Computation. - Haibin Wu; Wenming Li; Kai Yan; Zhihua Fan; Peiyang Wu; Yuqun Liu; Yanhuan Liu; Ziqing Qiang; Meng Wu 006; Kunming Liu; Xiaochun Ye; Dongrui Fan (CoRR, 2024)

DFU-E: A Dataflow Architecture for Edge DSP and AI Applications. - Wenming Li; Zhihua Fan; Tianyu Liu; Zhen Wang 045; Haibin Wu; Meng Wu 006; Kunming Zhang; Yanhuan Liu; Ninghui Sun; Xiaochun Ye; Dongrui Fan (IEEE Trans. Parallel Distributed Syst., 2025)

Revisiting Edge Perturbation for Graph Neural Network in Graph Data Augmentation and Attack. - Xin Liu 073; Yuxiang Zhang 011; Meng Wu 006; Mingyu Yan; Kun He; Wei Yan; Shirui Pan; Xiaochun Ye; Dongrui Fan (IEEE Trans. Knowl. Data Eng., 2025)