Data Deletion Algorithm

Adaptive Machine Unlearning

Authors: Varun Gupta, Christopher Jung, Seth Neel, Aaron Roth, Saeed Sharifi-Malvajerdi, Chris Waites | Published: 2021-06-08
Data Deletion Algorithm
Privacy Enhancing Technology
Privacy Protection in Machine Learning
2021.06.08 2025.05.28
Literature Database

Selective Forgetting of Deep Networks at a Finer Level than Samples

Authors: Tomohiro Hayase, Suguru Yasutomi, Takashi Katoh | Published: 2020-12-22 | Updated: 2020-12-31
Data Deletion Algorithm
Loss Function
Machine Unlearning
2020.12.22 2025.05.28
Literature Database

Machine Unlearning for Random Forests

Authors: Jonathan Brophy, Daniel Lowd | Published: 2020-09-11 | Updated: 2021-06-11
Data Deletion Algorithm
Machine learning
Performance Evaluation Metrics
2020.09.11 2025.05.28
Literature Database

Descent-to-Delete: Gradient-Based Methods for Machine Unlearning

Authors: Seth Neel, Aaron Roth, Saeed Sharifi-Malvajerdi | Published: 2020-07-06
Data Deletion Algorithm
Machine learning
Improvement of Learning
2020.07.06 2025.05.28
Literature Database

Certified Data Removal from Machine Learning Models

Authors: Chuan Guo, Tom Goldstein, Awni Hannun, Laurens van der Maaten | Published: 2019-11-08 | Updated: 2023-11-08
Data Deletion Algorithm
Privacy Assessment
Machine learning
2019.11.08 2025.05.28
Literature Database

Making AI Forget You: Data Deletion in Machine Learning

Authors: Antonio Ginart, Melody Y. Guan, Gregory Valiant, James Zou | Published: 2019-07-11 | Updated: 2019-11-04
Data Deletion Algorithm
Privacy Enhancing Technology
Machine learning
2019.07.11 2025.05.28
Literature Database