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Selected Publications ∣ machine learning


  • Zhang R, Zou Y, and Ma J.
    Hyper-SAGNN: a self-attention based graph neural network for hypergraphs.
    ICLR, 2020.
  • Chidester B, Zhou T, Do MN, and Ma J.
    Rotation equivariant and invariant neural networks for microscopy image analysis.
    ISMB, 2019.
    Bioinformatics, 35(14):i530-i537, 2019.
  • Singh S, Poczos B, and Ma J.
    Minimax reconstruction risk of convolutional sparse dictionary learning.
    AISTATS, 2018.
  • Chen J, Xu P, Wang L, Ma J, and Gu Q.
    Covariate adjusted precision matrix estimation via nonconvex optimization.
    ICML, 2018.
  • Xu P, Ma J, and Gu Q.
    Speeding up latent variable Gaussian graphical model estimation via nonconvex optimizations.
    NIPS, 2017.
  • Tian D, Gu Q*, and Ma J*.
    Identifying gene regulatory network rewiring using latent differential graphical models.
    Nucleic Acids Research, 44(17):e140, 2016.