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SparseTrain: Exploiting Dataflow Sparsity for Efficient Convolutional Neural Networks Training


Jul 21, 2020
Pengcheng Dai, Jianlei Yang, Xucheng Ye, Xingzhou Cheng, Junyu Luo, Linghao Song, Yiran Chen, Weisheng Zhao

* published on DAC 2020 

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Deep Learning for Vertex Reconstruction of Neutrino-Nucleus Interaction Events with Combined Energy and Time Data


Feb 02, 2019
Linghao Song, Fan Chen, Steven R. Young, Catherine D. Schuman, Gabriel Perdue, Thomas E. Potok

* To appear in 2019 International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2019) 

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HyPar: Towards Hybrid Parallelism for Deep Learning Accelerator Array


Jan 07, 2019
Linghao Song, Jiachen Mao, Youwei Zhuo, Xuehai Qian, Hai Li, Yiran Chen

* To appear in the 2019 25th International Symposium on High-Performance Computer Architecture (HPCA 2019) 

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DPatch: An Adversarial Patch Attack on Object Detectors


Sep 15, 2018
Xin Liu, Huanrui Yang, Ziwei Liu, Linghao Song, Hai Li, Yiran Chen


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Classification Accuracy Improvement for Neuromorphic Computing Systems with One-level Precision Synapses


Jan 07, 2017
Yandan Wang, Wei Wen, Linghao Song, Hai Li

* Best Paper Award of ASP-DAC 2017 

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