Scalable and Compact 3D Tensorized Photonic Neural Networks

被引：0
|
作者：
Xiao, Xian [1 ]
Ben Yoo, S. J. [1 ]
机构：
[1] Univ Calif Davis, Dept Elect & Comp Engn, One Shields Ave, Davis, CA 95616 USA
来源：
2021 OPTICAL FIBER COMMUNICATIONS CONFERENCE AND EXPOSITION (OFC) | 2021年
关键词：
D O I：
暂无
中图分类号：
TM [电工技术]; TN [电子技术、通信技术];
学科分类号：
0808 ; 0809 ;
摘要：
We propose a scalable and compact 3D tensorized photonic neural network with high-radix (1024x1024) synaptic interconnections implemented by cascaded small-radix (10x10) photonic tensor-train cores. Our architecture exhibits 171.8-dB lower insertion loss and 582x fewer MZIs. (c) 2021 The Author(s)
引用
收藏
页数：3
相关论文
共 50 条
  • [31] Learning Generative Neural Networks for 3D Colorization
    Yang, Zhenpei
    Liu, Lihang
    Huang, Qixing
    THIRTY-SECOND AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCE / THIRTIETH INNOVATIVE APPLICATIONS OF ARTIFICIAL INTELLIGENCE CONFERENCE / EIGHTH AAAI SYMPOSIUM ON EDUCATIONAL ADVANCES IN ARTIFICIAL INTELLIGENCE, 2018, : 2580 - 2587
  • [32] Resource Efficient 3D Convolutional Neural Networks
    Koepueklue, Okan
    Kose, Neslihan
    Gunduz, Ahmet
    Rigoll, Gerhard
    2019 IEEE/CVF INTERNATIONAL CONFERENCE ON COMPUTER VISION WORKSHOPS (ICCVW), 2019, : 1910 - 1919
  • [33] Winograd Algorithm for 3D Convolution Neural Networks
    Wang, Zelong
    Lan, Qiang
    He, Hongjun
    Zhang, Chunyuan
    ARTIFICIAL NEURAL NETWORKS AND MACHINE LEARNING, PT II, 2017, 10614 : 609 - 616
  • [34] Boundary Graph Neural Networks for 3D Simulations
    Mayr, Andreas
    Lehner, Sebastian
    Mayrhofer, Arno
    Kloss, Christoph
    Hochreiter, Sepp
    Brandstetter, Johannes
    THIRTY-SEVENTH AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCE, VOL 37 NO 8, 2023, : 9099 - 9107
  • [35] LipsID Using 3D Convolutional Neural Networks
    Hlavac, Miroslav
    Gruber, Ivan
    Zelezny, Milos
    Karpov, Alexey
    SPEECH AND COMPUTER (SPECOM 2018), 2018, 11096 : 209 - 214
  • [36] Autolabeling 3D tracks using neural networks
    Holzreiter, S
    CLINICAL BIOMECHANICS, 2005, 20 (01) : 1 - 8
  • [37] hiPSC-Derived 3D Neural Networks
    Cantley, W. L.
    Maciag, V. S.
    Du, C.
    Collins, W.
    Tang-Schomer, M. D.
    Kaplan, D. L.
    TISSUE ENGINEERING PART A, 2016, 22 : S151 - S151
  • [38] 3D Volumetric Modeling with Introspective Neural Networks
    Huang, Wenlong
    Lai, Brian
    Xu, Weijian
    Tu, Zhuowen
    THIRTY-THIRD AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCE / THIRTY-FIRST INNOVATIVE APPLICATIONS OF ARTIFICIAL INTELLIGENCE CONFERENCE / NINTH AAAI SYMPOSIUM ON EDUCATIONAL ADVANCES IN ARTIFICIAL INTELLIGENCE, 2019, : 8481 - 8488
  • [39] Neural Networks for Implicit Representations of 3D Scenes
    Schirmer, Luiz
    Schardong, Guilherme
    da Silva, Vinicius
    Lopes, Helio
    Novello, Tiago
    Yukimura, Daniel
    Magalhaes, Thales
    Paz, Hallison
    Velho, Luiz
    2021 34TH SIBGRAPI CONFERENCE ON GRAPHICS, PATTERNS AND IMAGES (SIBGRAPI 2021), 2021, : 17 - 24
  • [40] Neural Networks in 3D Printing Error Detection
    Nasretdinov, Ruslan R.
    Tolstoba, Nadezhda D.
    Bodrov, Kirill Yu
    APPLICATIONS OF DIGITAL IMAGE PROCESSING XLVII, 2024, 13137
12345