Mei Song

Best Publications

• A mean field view of the landscape of two-layer neural networks.

  Song Mei;Andrea Montanari;Phan-Minh Nguyen

  672
  Citations

• The generalization error of random features regression: Precise asymptotics and double descent curve

  Song Mei;Andrea Montanari

  381
  Citations

• User Scheduling and Resource Allocation in HetNets With Hybrid Energy Supply: An Actor-Critic Reinforcement Learning Approach

  Yifei Wei;F. Richard Yu;Mei Song;Zhu Han

  361
  Citations

• Performance Optimization for Blockchain-Enabled Industrial Internet of Things (IIoT) Systems: A Deep Reinforcement Learning Approach

  Mengting Liu;F. Richard Yu;Yinglei Teng;Victor C. M. Leung

  350
  Citations

• The landscape of empirical risk for nonconvex losses

  Song Mei;Yu Bai;Andrea Montanari

  299
  Citations

• Joint Optimization of Caching, Computing, and Radio Resources for Fog-Enabled IoT Using Natural Actor–Critic Deep Reinforcement Learning

  Yifei Wei;F. Richard Yu;Mei Song;Zhu Han

  295
  Citations

• Computation Offloading and Content Caching in Wireless Blockchain Networks With Mobile Edge Computing

  Mengting Liu;F. Richard Yu;Yinglei Teng;Victor C. M. Leung

  247
  Citations

• Distributed Resource Allocation in Blockchain-Based Video Streaming Systems With Mobile Edge Computing

  Mengting Liu;F. Richard Yu;Yinglei Teng;Victor C. M. Leung

  236
  Citations

• Distributed Optimal Relay Selection in Wireless Cooperative Networks With Finite-State Markov Channels

  Yifei Wei;F Richard Yu;Mei Song

  210
  Citations

• On the Capacity Comparison Between MIMO-NOMA and MIMO-OMA

  Yang Liu;Gaofeng Pan;Hongtao Zhang;Mei Song

  203
  Citations

• Resource Allocation for Ultra-Dense Networks: A Survey, Some Research Issues and Challenges

  Yinglei Teng;Mengting Liu;F. Richard Yu;Victor C. M. Leung

  186
  Citations

• Mean-field theory of two-layers neural networks: dimension-free bounds and kernel limit

  Song Mei;Theodor Misiakiewicz;Andrea Montanari

  157
  Citations

• Exploiting full duplex for device-to-device communications in heterogeneous networks

  Li Wang;Fei Tian;Tommy Svensson;Daquan Feng

  146
  Citations

• Energy-efficient traffic grooming in sliceable-transponder-equipped IP-over-elastic optical networks [invited]

  Jiawei Zhang;Yongli Zhao;Xiaosong Yu;Jie Zhang

  134
  Citations

• Dynamic Traffic Grooming in Sliceable Bandwidth-Variable Transponder-Enabled Elastic Optical Networks

  Jiawei Zhang;Yuefeng Ji;Mei Song;Yongli Zhao

  121
  Citations

• Generalization error of random feature and kernel methods: hypercontractivity and kernel matrix concentration

  Unknown

  113
  Citations

• PCCN: Parallel Cross Convolutional Neural Network for Abnormal Network Traffic Flows Detection in Multi-Class Imbalanced Network Traffic Flows

  Yong Zhang;Xu Chen;Da Guo;Mei Song

  112
  Citations

• Mean-field theory of two-layers neural networks: dimension-free bounds and kernel limit

  Song Mei;Theodor Misiakiewicz;Andrea Montanari

  109
  Citations

• Baseband unit cloud interconnection enabled by flexible grid optical networks with software defined elasticity

  Jiawei Zhang;Yuefeng Ji;Jie Zhang;Rentao Gu

  103
  Citations

• Hybrid Decode-Forward & Amplify-Forward Relaying With Non-Orthogonal Multiple Access

  Yang Liu;Gaofeng Pan;Hongtao Zhang;Mei Song

  95
  Citations