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]