Search Results - "Ma, Songchen"

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  1. 1

    Brain-inspired global-local learning incorporated with neuromorphic computing by Wu, Yujie, Zhao, Rong, Zhu, Jun, Chen, Feng, Xu, Mingkun, Li, Guoqi, Song, Sen, Deng, Lei, Wang, Guanrui, Zheng, Hao, Ma, Songchen, Pei, Jing, Zhang, Youhui, Zhao, Mingguo, Shi, Luping

    Published in Nature communications (10-01-2022)
    “…There are two principle approaches for learning in artificial intelligence: error-driven global learning and neuroscience-oriented local learning. Integrating…”
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  2. 2

    End-to-End Implementation of Various Hybrid Neural Networks on a Cross-Paradigm Neuromorphic Chip by Wang, Guanrui, Ma, Songchen, Wu, Yujie, Pei, Jing, Zhao, Rong, Shi, Luping

    Published in Frontiers in neuroscience (02-02-2021)
    “…Integration of computer-science oriented artificial neural networks (ANNs) and neuroscience oriented spiking neural networks (SNNs) has emerged as a highly…”
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  3. 3

    SongC: A Compiler for Hybrid Near-Memory and In-Memory Many-Core Architecture by Lin, Junfeng, Qu, Huanyu, Ma, Songchen, Ji, Xinglong, Li, Hongyi, Li, Xiaochuan, Song, Chenhang, Zhang, Weihao

    Published in IEEE transactions on computers (01-10-2024)
    “…Building hybrid systems that incorporate various processing-in-memory (PIM) devices and processing-near-memory (PNM) technologies can offer complementary…”
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  4. 4

    HASP: Hierarchical Asynchronous Parallelism for Multi-NN Tasks by Li, Hongyi, Ma, Songchen, Wang, Taoyi, Zhang, Weihao, Wang, Guanrui, Song, Chenhang, Qu, Huanyu, Lin, Junfeng, Ma, Cheng, Pei, Jing, Zhao, Rong

    Published in IEEE transactions on computers (01-02-2024)
    “…The rapid development of deep learning has propelled many real-world artificial intelligence applications. Many of these applications integrate multiple neural…”
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  5. 5

    Advancing brain-inspired computing with hybrid neural networks by Liu, Faqiang, Zheng, Hao, Ma, Songchen, Zhang, Weihao, Liu, Xue, Chua, Yansong, Shi, Luping, Zhao, Rong

    Published in National science review (01-05-2024)
    “…Brain-inspired computing, drawing inspiration from the fundamental structure and information-processing mechanisms of the human brain, has gained significant…”
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  6. 6

    Brain-inspired multimodal hybrid neural network for robot place recognition by Yu, Fangwen, Wu, Yujie, Ma, Songchen, Xu, Mingkun, Li, Hongyi, Qu, Huanyu, Song, Chenhang, Wang, Taoyi, Zhao, Rong, Shi, Luping

    Published in Science robotics (17-05-2023)
    “…Place recognition is an essential spatial intelligence capability for robots to understand and navigate the world. However, recognizing places in natural…”
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  7. 7
  8. 8

    General-purpose Dataflow Model with Neuromorphic Primitives by Zhang, Weihao, Du, Yu, Li, Hongyi, Ma, Songchen, Zhao, Rong

    Published 02-08-2024
    “…Neuromorphic computing exhibits great potential to provide high-performance benefits in various applications beyond neural networks. However, a general-purpose…”
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