Aditya Golatkar

Time Matters in Regularizing Deep Networks: Weight Decay and Data Augmentation Affect Early Learning Dynamics, Matter Little Near Convergence

Stefano Soatto, Alessandro Achille, Aditya Golatkar, 2019, NeurIPS.

Mixed-Privacy Forgetting in Deep Networks pdf

Stefano Soatto, Avinash Ravichandran, Alessandro Achille, 2020, ArXiv.

Classification of Breast Cancer Histology using Deep Learning pdf

Amit Sethi, Deepak Anand, Aditya Golatkar, 2018, ICIAR.

Sparse Kernel PCA for Outlier Detection

Suyash P. Awate, Rudrajit Das, Aditya Golatkar, 2018, 2018 17th IEEE International Conference on Machine Learning and Applications (ICMLA).

Eternal Sunshine of the Spotless Net: Selective Forgetting in Deep Networks

Stefano Soatto, Alessandro Achille, Aditya Golatkar, 2020, 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR).

Forgetting Outside the Box: Scrubbing Deep Networks of Information Accessible from Input-Output Observations

Stefano Soatto, Alessandro Achille, Aditya Golatkar, 2020, ECCV.

LQF: Linear Quadratic Fine-Tuning pdf

Stefano Soatto, Avinash Ravichandran, Alessandro Achille, 2020, 2021 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR).

Scene Uncertainty and the Wellington Posterior of Deterministic Image Classifiers pdf

Stefano Soatto, Stephanie Tsuei, Aditya Golatkar, 2021, ArXiv.

Mixed-Privacy Forgetting in Deep Networks

Stefano Soatto, Avinash Ravichandran, Alessandro Achille, 2021, 2021 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR).