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Eventor: An Efficient Event-Based Monocular Multi-View Stereo Accelerator on FPGA Platform

Mingjun Li , Jianlei Yang , Yingjie Qi , Meng Dong , Yuhao Yang , Runze Liu , Weitao Pan , Bei Yu , Weisheng Zhao

* 6 pages, accepted by DAC 2022 

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FedSkel: Efficient Federated Learning on Heterogeneous Systems with Skeleton Gradients Update

Junyu Luo , Jianlei Yang , Xucheng Ye , Xin Guo , Weisheng Zhao

* CIKM 2021 

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Forecasting the outcome of spintronic experiments with Neural Ordinary Differential Equations

Xing Chen , Flavio Abreu Araujo , Mathieu Riou , Jacob Torrejon , Dafiné Ravelosona , Wang Kang , Weisheng Zhao , Julie Grollier , Damien Querlioz

* 16 pages, 4 figures 

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S2Engine: A Novel Systolic Architecture for Sparse Convolutional Neural Networks

Jianlei Yang , Wenzhi Fu , Xingzhou Cheng , Xucheng Ye , Pengcheng Dai , Weisheng Zhao

* IEEE Transactions on Computers, 2021 
* 13 pages, 17 figures 

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Optimizing Memory Efficiency of Graph Neural Networks on Edge Computing Platforms

Ao Zhou , Jianlei Yang , Yeqi Gao , Tong Qiao , Yingjie Qi , Xiaoyi Wang , Yunli Chen , Pengcheng Dai , Weisheng Zhao , Chunming Hu

* This paper has been accepted by RTAS 2021(brief industry track), with link to publicly available code 

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SparseTrain: Exploiting Dataflow Sparsity for Efficient Convolutional Neural Networks Training

Pengcheng Dai , Jianlei Yang , Xucheng Ye , Xingzhou Cheng , Junyu Luo , Linghao Song , Yiran Chen , Weisheng Zhao

* published on DAC 2020 

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Efficient Computation Reduction in Bayesian Neural Networks Through Feature Decomposition and Memorization

Xiaotao Jia , Jianlei Yang , Runze Liu , Xueyan Wang , Sorin Dan Cotofana , Weisheng Zhao

* accepted by IEEE Transactions on Neural Networks and Learning Systems (TNNLS) 

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Accelerating CNN Training by Sparsifying Activation Gradients

Xucheng Ye , Jianlei Yang , Pengcheng Dai , Yiran Chen , Weisheng Zhao

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eSLAM: An Energy-Efficient Accelerator for Real-Time ORB-SLAM on FPGA Platform

Runze Liu , Jianlei Yang , Yiran Chen , Weisheng Zhao

* to appear in DAC 2019 

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Spintronics based Stochastic Computing for Efficient Bayesian Inference System

Xiaotao Jia , Jianlei Yang , Zhaohao Wang , Yiran Chen , Hai , Li , Weisheng Zhao

* accepted by ASPDAC 2018 conference 

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