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Karthik Abinav Sankararaman

2 papers in the PaperMetrix corpus

Publications

Papers by this author

  1. The Impact of Neural Network Overparameterization on Gradient Confusion and Stochastic Gradient Descent

    2019 · arXiv (Cornell University)

    This paper studies how neural network architecture affects the speed of training. We introduce a simple concept called gradient confusion to help formally analyze this. When gradient confusion is high, stochastic gradients produced by different …

  2. Robust Identifiability in Linear Structural Equation Models of Causal Inference

    2020 · arXiv (Cornell University)

    In this work, we consider the problem of robust parameter estimation from observational data in the context of linear structural equation models (LSEMs). LSEMs are a popular and well-studied class of models for inferring causality …