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Aditya Golatkar
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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
3432020
Classification of breast cancer histology using deep learning
A Golatkar, D Anand, A Sethi
Image Analysis and Recognition: 15th International Conference, ICIAR 2018 …, 2018
1562018
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
1512020
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
1252020
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
1032019
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
432022
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
282020
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
142023
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
7*2022
Eternal sunshine of the spotless net: Selective forgetting in deep networks. In 2020 IEEE
A Golatkar, A Achille, S Soatto
CVF Conference on Computer Vision and Pattern Recognition (CVPR), 9301-9309, 2019
72019
Sparse kernel PCA for outlier detection
R Das, A Golatkar, SP Awate
2018 17th IEEE International Conference on Machine Learning and Applications …, 2018
62018
CPR: Retrieval augmented generation for copyright protection
A Golatkar, A Achille, L Zancato, YX Wang, A Swaminathan, S Soatto
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2024
52024
Training data protection with compositional diffusion models
A Golatkar, A Achille, A Swaminathan, S Soatto
arXiv preprint arXiv:2308.01937, 2023
52023
Tangent transformers for composition, privacy and removal
TY Liu, A Golatkar, S Soatto
arXiv preprint arXiv:2307.08122, 2023
32023
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
B'MOJO: Hybrid State Space Realizations of Foundation Models with Eidetic and Fading Memory
L Zancato, A Seshadri, Y Dukler, A Golatkar, Y Shen, B Bowman, ...
arXiv preprint arXiv:2407.06324, 2024
2024
Diffusion Soup: Model Merging for Text-to-Image Diffusion Models
B Biggs, A Seshadri, Y Zou, A Jain, A Golatkar, Y Xie, A Achille, ...
arXiv preprint arXiv:2406.08431, 2024
2024
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
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