Researcher profile

Sanjay Shakkottai

3 papers in the PaperMetrix corpus

Publications

Papers by this author

  1. The Search Problem in Mixture Models

    2018 · Journal of Machine Learning Research

    We consider the task of learning the parameters of a {\em single} component of a mixture model, for the case when we are given {\em side information} about that component, we call this the in …

  2. Beyond Uniform Smoothness: A Stopped Analysis of Adaptive SGD

    2023 · arXiv (Cornell University)

    This work considers the problem of finding a first-order stationary point of a non-convex function with potentially unbounded smoothness constant using a stochastic gradient oracle. We focus on the class of $(L_0,L_1)$-smooth functions proposed by …

  3. Semantic Image Inversion and Editing using Rectified Stochastic Differential Equations

    2024 · arXiv (Cornell University)

    Generative models transform random noise into images; their inversion aims to transform images back to structured noise for recovery and editing. This paper addresses two key tasks: (i) inversion and (ii) editing of a real …