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Machine unlearning, the ability for a machine learning model to forget, is becoming increasingly important to comply with data privacy regulations, as well as to remove harmful, manipulated, or outdated information.
Certified data removal from machine learning models
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Forgetting outside the box: Scrubbing deep networks of information accessible from input-output observations
Golatkar, A.; Achille, A.; and Soatto, S. 2020c · 2020
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Variational bayesian unlearning
Nguyen, Q. P.; Low, B. K. H.; and Jaillet, P. 2020 · 2020
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Aich, A. 2021 · 2021
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Mixed-privacy forgetting in deep networks
Golatkar, A.; Achille, A.; Ravichandran, A.; Polito, M.; and Soatto, S. 2021 · 2021
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Amnesiac machine learning
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Remember what you want to forget: Algorithms for machine unlearning
Sekhari, A.; Acharya, J.; Kamath, G.; and Suresh, A. T. 2021 · 2021
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Making ai forget you: Data deletion in machine learning
Ginart, A.; Guan, M.; Valiant, G.; and Zou, J. Y. 2019 · 2019
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Continuous learning in single-incremental-task scenarios
Maltoni, D.; and Lomonaco, V. 2019 · 2019
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Pinterest Face Recognition Dataset
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Can bad teaching induce forgetting? unlearning in deep networks using an incompetent teacher
Chundawat, V. S.; Tarun, A. K.; Mandal, M.; and Kankanhalli, M. 2023a
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On the geometry of generalization and memorization in deep neural networks
Stephenson, C.; Padhy, S.; Ganesh, A.; Hui, Y.; Tang, H.; and Chung, S. 2021 · 2021
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Membership inference attacks on machine learning: A survey
Hu, H.; Salcic, Z.; Sun, L.; Dobbie, G.; Yu, P. S.; and Zhang, X. 2022 · 2022
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Deep unlearning via randomized conditionally independent hessians
Mehta, R.; Pal, S.; Singh, V.; and Ravi, S. N. 2022 · 2022
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A survey of machine unlearning
Nguyen, T. T.; Huynh, T. T.; Nguyen, P. L.; Liew, A. W.-C.; Yin, H.; and Nguyen, Q. V. H. 2022 · 2022
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