Fetching the paper…
Reading the bibliography…
Machine unlearning has become an important area of research due to an increasing need for machine learning (ML) applications to comply with the emerging data privacy regulations.
On information and sufficiency
Kullback, S.; and Leibler, R. A. 1951 · 1951
Earlier work this paper cites.
Divergence measures based on the Shannon entropy
Lin, J. 1991 · 1991
Earlier work this paper cites.
Indications of nonlinear deterministic and finite-dimensional structures in time series of brain electrical activity: Dependence on recording region and brain state
Andrzejak, R. G.; Lehnertz, K.; Mormann, F.; Rieke, C.; David, P.; and Elger, C. E. 2001 · 2001
Earlier work this paper cites.
Learning multiple layers of features from tiny images
Krizhevsky, A. 2009 · 2009
Earlier work this paper cites.
A public domain dataset for human activity recognition using smartphones
Anguita, D.; Ghio, A.; Oneto, L.; Parra Perez, X.; and Reyes Ortiz, J. L. 2013 · 2013
Earlier work this paper cites.
Approximate data deletion from machine learning models
Izzo, Z.; Smart, M. A.; Chaudhuri, K.; and Zou, J. 2021 · 2016
Earlier work this paper cites.
Deletion-robust submodular maximization: Data summarization with “the right to be forgotten”
Mirzasoleiman, B.; Karbasi, A.; and Krause, A. 2017 · 2017
Earlier work this paper cites.
The eu general data protection regulation (gdpr)
Voigt, P.; and Von dem Bussche, A. 2017 · 2017
Earlier work this paper cites.
The secret sharer: Evaluating and testing unintended memorization in neural networks
Carlini, N.; Liu, C.; Erlingsson, Ú.; Kos, J.; and Song, D. 2019 · 2019
Earlier work this paper cites.
Making AI Forget You: Data Deletion in Machine Learning
Ginart, A.; Guan, M. Y.; Valiant, G.; and Zou, J. 2019 · 2019
Cited alongside, same era.
Does learning require memorization? a short tale about a long tail
Feldman, V. 2020 · 2020
Cited alongside, same era.
An Introduction to the California Consumer Privacy Act (CCPA)
Goldman, E. 2020 · 2020
Cited alongside, same era.
Certified Data Removal from Machine Learning Models
Guo, C.; Goldstein, T.; Hannun, A.; and Van Der Maaten, L. 2020 · 2020
Cited alongside, same era.
Variational bayesian unlearning
Nguyen, Q. P.; Low, B. K. H.; and Jaillet, P. 2020 · 2020
Cited alongside, same era.
Machine unlearning
Bourtoule, L.; Chandrasekaran, V.; Choquette-Choo, C. A.; Jia, H.; Travers, A.; Zhang, B.; Lie, D.; and Papernot, N. 2021 · 2021
Cited alongside, same era.
Mixed-Privacy Forgetting in Deep Networks
Golatkar, A.; Achille, A.; Ravichandran, A.; Polito, M.; and Soatto, S. 2021 · 2021
Later among the works it cites.
Amnesiac Machine Learning
Graves, L.; Nagisetty, V.; and Ganesh, V. 2021 · 2021
Later among the works it cites.
Descent-to-delete: Gradient-based methods for machine unlearning
Neel, S.; Roth, A.; and Sharifi-Malvajerdi, S. 2021 · 2021
Later among the works it cites.
Remember what you want to forget: Algorithms for machine unlearning
Sekhari, A.; Acharya, J.; Kamath, G.; and Suresh, A. T. 2021 · 2021
Later among the works it cites.
Fast Yet Effective Machine Unlearning
Tarun, A. K.; Chundawat, V. S.; Mandal, M.; and Kankanhalli, M. 2021 · 2021
Later among the works it cites.
Machine unlearning via algorithmic stability
Ullah, E.; Mai, T.; Rao, A.; Rossi, R. A.; and Arora, R. 2021 · 2021
alphaXiv searches the wider corpus for related work and actual follow-ups.
alphaXiv is searching for related work…
Machine Unlearning for Random Forests
Brophy, J.; and Lowd, D. 2021 · 2021
Cited alongside, same era.
When machine unlearning jeopardizes privacy
Chen, M.; Zhang, Z.; Wang, T.; Backes, M.; Humbert, M.; and Zhang, Y. 2021 · 2021
Cited alongside, same era.
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale
Dosovitskiy, A.; Beyer, L.; Kolesnikov, A.; Weissenborn, D.; Zhai, X.; Unterthiner, T.; Dehghani, M.; Minderer, M.; Heigold, G.; Gelly, S.; Uszkoreit, J.; and Houlsby, N. 2021 · 2021
Cited alongside, same era.
Eternal sunshine of the spotless net: Selective forgetting in deep networks
Golatkar, A.; Achille, A.; and Soatto, S. 2020a
Cited in the paper.
Forgetting outside the box: Scrubbing deep networks of information accessible from input-output observations
Golatkar, A.; Achille, A.; and Soatto, S. 2020b
Cited in the paper.
Later among the works it cites.
Tarun, A. K.; Chundawat, V. S.; Mandal, M.; and Kankanhalli, M. 2022 · 2022
Closest in time.
Zero-Shot Machine Unlearning
Chundawat, V. S.; Tarun, A. K.; Mandal, M.; and Kankanhalli, M. 2023 · 2023
Closest in time.