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Posts
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patents
Computational Approach to Sparse Neural Networks Based on Dataflow Architecture
Published in Chinese Patent, 2023
Recommended citation: 刘天雨, 吴欣欣, 李文明, 叶笑春, 范东睿. 基于数据流架构的稀疏神经网络的运算方法. CN Patent 202110161624.1. Apr 07, 2023.
A Method and System for Deep Separable Convolution Fusion Based on Dataflow Architecture
Published in Chinese Patent, 2023
Recommended citation: 刘天雨, 吴欣欣, 范志华, 李文明, 叶笑春, 范东睿. 一种基于数据流架构的深度可分离卷积融合方法及系统. CN Patent 202110522385.8. May 23, 2023.
portfolio
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publications
LRP: Predictive Output Activation Based on SVD Approach for CNNs Acceleration
Published in the proceedings of 2022 Design, Automation & Test in Europe Conference & Exhibition (DATE), 2022
Recommended citation: Xinxin Wu, Zhihua Fan, Tianyu Liu, Wenming Li, Xiaochun Ye, Dongrui Fan, "LRP: Predictive Output Activation Based on SVD Approach for CNNs Acceleration." In the proceedings of 2022 Design, Automation & Test in Europe Conference & Exhibition (DATE), 2022. https://doi.org/10.23919/date54114.2022.9774744
Characterization and Implementation of Radar System Applications on a Reconfigurable Dataflow Architecture
Published in IEEE Computer Architecture Letters, 2022
Recommended citation: Yinshen Wang, Wenming Li, Tianyu Liu, Liangjiang Zhou, Bingnan Wang, Zhihua Fan, Xiaochun Ye, Dongrui Fan, Chibiao Ding, "Characterization and Implementation of Radar System Applications on a Reconfigurable Dataflow Architecture." IEEE Computer Architecture Letters, 2022. https://doi.org/10.1109/lca.2022.3215595
A Routing-Aware Mapping Method for Dataflow Architectures
Published in the proceedings of Network and Parallel Computing (NPC), 2022
Recommended citation: Zhihua Fan, Wenming Li, Tianyu Liu, Xuejun An, Xiaochun Ye, Dongrui Fan, "A Routing-Aware Mapping Method for Dataflow Architectures." In the proceedings of Network and Parallel Computing (NPC), 2022. https://doi.org/10.1007/978-3-031-21395-3_1
A Loop Optimization Method for Dataflow Architecture
Published in the proceedings of 2022 IEEE 24th Int Conf on High Performance Computing & Communications; 8th Int Conf on Data Science & Systems; 20th Int Conf on Smart City; 8th Int Conf on Dependability in Sensor, Cloud & Big Data Systems & Application (HPCC/DSS/SmartCity/DependSys), 2023
Recommended citation: Zhihua Fan, Wenming Li, Tianyu Liu, Shengzhong Tang, Zhen Wang, Xuejun An, Xiaochun Ye, Dongrui Fan, "A Loop Optimization Method for Dataflow Architecture." In the proceedings of 2022 IEEE 24th Int Conf on High Performance Computing & Communications; 8th Int Conf on Data Science & Systems; 20th Int Conf on Smart City; 8th Int Conf on Dependability in Sensor, Cloud & Big Data Systems & Application (HPCC/DSS/SmartCity/DependSys), 2022. https://doi.org/10.1109/HPCC-DSS-SmartCity-DependSys57074.2022.00059
A High-accurate Multi-objective Exploration Framework for Design Space of CPU
Published in the proceedings of 2023 60th ACM/IEEE Design Automation Conference (DAC), 2023
Recommended citation: Duo Wang, Mingyu Yan, Xin Liu, Mo Zou, Tianyu Liu, Wenming Li, Xiaochun Ye, Dongrui Fan, "A High-accurate Multi-objective Exploration Framework for Design Space of CPU." In the proceedings of 2023 60th ACM/IEEE Design Automation Conference (DAC), 2023. https://doi.org/10.1109/dac56929.2023.10247790
Accelerating Convolutional Neural Networks by Exploiting the Sparsity of Output Activation
Published in IEEE Transactions on Parallel and Distributed Systems, 2023
Recommended citation: Zhihua Fan, Wenming Li, Zhen Wang, Tianyu Liu, Haibin Wu, Yanhuan Liu, Meng Wu, Xinxin Wu, Xiaochun Ye, Dongrui Fan, Ninghui Sun, Xuejun An, "Accelerating Convolutional Neural Networks by Exploiting the Sparsity of Output Activation." IEEE Transactions on Parallel and Distributed Systems, 2023. https://doi.org/10.1109/TPDS.2023.3324934
Alleviating Transfer Latency in DataFlow Accelerator for DSP Applications
Published in the proceedings of 2023 IEEE 41st International Conference on Computer Design (ICCD), 2023
Recommended citation: Haibin Wu, Wenming Li, Zhihua Fan, Zhen Wang, Tianyu Liu, Junying Huang, Shengzhong Tang, Yanhuan Liu, Kunming Zhang, Xiaochun Ye, Dongrui Fan, "Alleviating Transfer Latency in DataFlow Accelerator for DSP Applications." In the proceedings of 2023 IEEE 41st International Conference on Computer Design (ICCD), 2023. https://doi.org/10.1109/ICCD58817.2023.00073
DFGC: DFG-aware NoC Control Based on Time Stamp Prediction for Dataflow Architecture
Published in the proceedings of 2023 IEEE 41st International Conference on Computer Design (ICCD), 2023
Recommended citation: Tianyu Liu, Wenming Li, Zhihua Fan, "DFGC: DFG-aware NoC Control Based on Time Stamp Prediction for Dataflow Architecture." In the proceedings of 2023 IEEE 41st International Conference on Computer Design (ICCD), 2023. https://doi.org/10.1109/ICCD58817.2023.00071