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Aditya Golatkar
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Year
Eternal sunshine of the spotless net: Selective forgetting in deep networks
A Golatkar, A Achille, S Soatto
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2020
2592020
Classification of breast cancer histology using deep learning
A Golatkar, D Anand, A Sethi
Image Analysis and Recognition: 15th International Conference, ICIAR 2018 …, 2018
1432018
Forgetting outside the box: Scrubbing deep networks of information accessible from input-output observations
A Golatkar, A Achille, S Soatto
Computer Vision–ECCV 2020: 16th European Conference, Glasgow, UK, August 23 …, 2020
1172020
Time matters in regularizing deep networks: Weight decay and data augmentation affect early learning dynamics, matter little near convergence
A Golatkar, A Achille, S Soatto
NeurIPS, 2019
1022019
Mixed-Privacy Forgetting in Deep Networks
A Golatkar, A Achille, A Ravichandran, M Polito, S Soatto
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2020
1002020
Mixed differential privacy in computer vision
A Golatkar, A Achille, YX Wang, A Roth, M Kearns, S Soatto
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2022
342022
LQF: Linear Quadratic Fine-Tuning
A Achille, A Golatkar, A Ravichandran, M Polito, S Soatto
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2020
252020
Safe: Machine unlearning with shard graphs
Y Dukler, B Bowman, A Achille, A Golatkar, A Swaminathan, S Soatto
Proceedings of the IEEE/CVF International Conference on Computer Vision …, 2023
92023
On Leave-One-Out Conditional Mutual Information For Generalization
M Rida Rammal, A Achille, A Golatkar, S Diggavi, S Soatto
arXiv e-prints, arXiv: 2207.00581, 2022
6*2022
Sparse kernel PCA for outlier detection
R Das, A Golatkar, SP Awate
2018 17th IEEE International Conference on Machine Learning and Applications …, 2018
62018
Integral continual learning along the tangent vector field of tasks
TY Liu, A Golatkar, S Soatto, A Achille
arXiv preprint arXiv:2211.13108, 2022
32022
Training data protection with compositional diffusion models
A Golatkar, A Achille, A Swaminathan, S Soatto
arXiv preprint arXiv:2308.01937, 2023
12023
Tangent transformers for composition, privacy and removal
TY Liu, A Golatkar, S Soatto
arXiv preprint arXiv:2307.08122, 2023
12023
Unlearning and Privacy in Deep Neural Networks
AS Golatkar
University of California, Los Angeles, 2023
2023
Scene Uncertainty and the Wellington Posterior of Deterministic Image Classifiers
S Tsuei, A Golatkar, S Soatto
arXiv preprint arXiv:2106.13870, 2021
2021
Role of Over-Parameterization in Generalization of 3-layer ReLU Networks
S Singh, A Golatkar, A Verma
The Second Tiny Papers Track at ICLR 2024, 0
An Empirical Study of Deep Q-Learning Algorithms
A Golatkar, A Zhao, C Isil, X Zhang
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Articles 1–17