Existing Literature about Machine Unlearning
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Dec 11, 2024
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data-deletion
Here are 9 public repositories matching this topic...
Awesome Machine Unlearning (A Survey of Machine Unlearning)
data-privacy gdpr right-to-be-forgotten machine-unlearning continual-learning forgetting data-deletion unlearning membership-inference data-removal model-certification federated-unlearning recommendation-unlearning few-shot-unlearning unlearning-verification feature-injection deep-unlearning llm-unlearning
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Sep 18, 2024 - Jupyter Notebook
[ICLR24 (Spotlight)] "SalUn: Empowering Machine Unlearning via Gradient-based Weight Saliency in Both Image Classification and Generation" by Chongyu Fan*, Jiancheng Liu*, Yihua Zhang, Eric Wong, Dennis Wei, Sijia Liu
generative-model data-privacy diffusion machine-unlearning forgetting diffusion-models data-deletion membership-inference-attack unlearning membership-inference data-removal
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Nov 4, 2024 - Python
[NeurIPS23 (Spotlight)] "Model Sparsity Can Simplify Machine Unlearning" by Jinghan Jia*, Jiancheng Liu*, Parikshit Ram, Yuguang Yao, Gaowen Liu, Yang Liu, Pranay Sharma, Sijia Liu
data-privacy machine-unlearning forgetting data-deletion membership-inference-attack unlearning membership-inference data-removal
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Mar 12, 2024 - Python
Code for CVPR22 paper "Deep Unlearning via Randomized Conditionally Independent Hessians"
privacy deep-learning matlab pytorch neural-networks gdpr machine-unlearning rtbf data-deletion data-removal deep-unlearning machine-forgetting
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Jul 9, 2022 - Python
[ECCV24] "Challenging Forgets: Unveiling the Worst-Case Forget Sets in Machine Unlearning" by Chongyu Fan*, Jiancheng Liu*, Alfred Hero, Sijia Liu
evaluation data-privacy evaluation-framework machine-unlearning forgetting data-deletion unlearning data-removal
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Oct 9, 2024 - Python
A comprehensive SQL-based project for managing a Pokémon database. Includes scripts for creating, reading, updating, and deleting trainers, Pokémon, battles, and trainer-Pokémon relationships.
pokemon crud sql database project-management database-management data-manipulation relational-database sql-queries data-retrieval database-design data-deletion sql-scripts sql-project data-insertion data-relationships data-update
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Jul 25, 2024 - TSQL
Supplementary programmes for DeRDaVa: Deletion-Robust Data Valuation for Machine Learning.
machine-learning game-theory interpretable-machine-learning data-deletion data-valuation collaborative-machine-learning
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Dec 23, 2023 - Jupyter Notebook
This repository is an implementation of machine unlearning in deep learning model.
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Jul 17, 2024 - Python
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