Papers

  1. Homeomorphic-Invariance of EM: Non-Asymptotic Convergence in KL Divergence for Exponential Families via Mirror Descent.
    Frederik Kunstner, Raunak Kumar, and Mark Schmidt.
    AISTATS, 2021. (Best Paper Award)
    [pdf]

  2. Retrieving Top Weighted Triangles in Graphs.
    Raunak Kumar*, Paul Liu*, Moses Charikar, and Austin R. Benson.
    WSDM, 2020.
    [pdf] [code]

  3. Convergence Rate of Expectation-Maximization.
    Raunak Kumar and Mark Schmidt.
    NeurIPS Workshop on Optimization for Machine Learning (OPT), 2017.
    [pdf]