I’m a PhD student at the Computer Science Department in UCLA, working with Prof. Stefano Soatto in the UCLA Vision Lab. I am interested in working on problems in Deep Learning with its application to Computer Vision. Previously, I was an undergrad in Electrical Engineering at the Indian Institute of Technology, Bombay.

Email: adityagolatkar [AT] ucla [dot] edu

Publications & Workshops

• A. Golatkar, A. Achille, Y. Wang, A. Roth, M. Kearns, S. Soatto
  Mixed Differential Privacy for Computer Vision
  Conference on Computer Vision and Pattern Recognition (CVPR), 2022, (Oral Presentation)
  [arXiv]

• S. Tsuei, A. Golatkar, S. Soatto
  Scene Uncertainty and the Wellington Posterior of Deterministic Image Classifiers
  [arXiv]

• A. Golatkar, A. Achille, M. Polito, A. Ravichandran, S. Soatto
  Mixed-Privacy Forgetting in Deep Networks
  Conference on Computer Vision and Pattern Recognition (CVPR), 2021
  [arXiv]

• A. Achille, A. Golatkar, M. Polito, A. Ravichandran, S. Soatto
  LQF: Linear Quadratic Fine-tuning
  Conference on Computer Vision and Pattern Recognition (CVPR), 2021, (Oral Presentation)
  [arXiv]

• A. Golatkar, A. Achille, S. Soatto
  Forgetting Outside the Box: Scrubbing Deep Networks of Information Accessible from Input-Output Observations
  European Conference on Computer Vision (ECCV), 2020
  [arXiv]

• A. Golatkar, A. Achille, S. Soatto
  Eternal Sunshine of the Spotless Net : Selective forgetting in Deep Networks
  Conference on Computer Vision and Pattern Recognition (CVPR), 2020
  [arXiv]

• A. Golatkar, A. Achille, S. Soatto
  Time Matters in Regularizing Deep Networks: Weight Decay and Data Augmentation Affect Early Learning Dynamics, Matter Little Near Convergence
  Neural Information Processing Systems (NeurIPS), 2019
  [arXiv]

• R. Das ^#, A. Golatkar ^#, S. Awate ( ^# denotes equal contribution)
  Sparse Kernel PCA for Outlier Detection
  IEEE International Conference on Machine Learning and Application (ICMLA), 2018, (Oral Presentation)
  [arXiv]

• A. Golatkar, D. Anand, A. Sethi
  Classification of Breast Cancer Histology Using Deep Learning
  International Conference on Image Analysis and Recognition (ICIAR), 2018
  [arXiv]

• P. Kothari, A. Sadhu, A. Golatkar, R. Das (all authors contributed equally)
  iFood Challenge, FGVC Workshop
  Conference on Computer Vision and Pattern Recognition (CVPR), 2018
  Finished $2^{nd}$ in the public leaderboard and $3^{rd}$ in the private leaderboard (Team name : Invincibles). Leaderboard Link. Invited to present our method at CVPR 2018 (slides can be found here)

Work Experience

• Applied Scientist Intern
  AWS AI, Pasadena
  Summer 2021

• Applied Scientist Intern
  AWS AI, Pasadena
  Summer 2020

• Graduate Student Researcher
  UCLA Vision Lab
  Jan 2019 - Today

• Applied Scientist Intern
  Amazon Go, Seattle
  Summer 2019

• AI Research Intern
  Wadhwani Institute for AI, Mumbai
  Summber 2018

• PRAIRIE Artificial Intelligence Summer School, Grenoble, France
  Organized by Inria and NAVER LABS Europe
  Selected for a poster presentation [Poster]
  Summer 2018

• Quantitative Research Intern
  Nomura Holdings, Mumbai
  Summer 2017

• Software Developement Intern
  Indus OS, Mumbai
  Summer 2016

Awards

• NeurIPS 2019 Travel Award
  

• INSPIRE Scholarship, Government of India
  

• State Scholarship, Government of Maharashtra
  

Talks

• Amazon Machine Learning Conference 2020