Existing Literature about Machine Unlearning
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Updated
Jul 27, 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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Jul 21, 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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May 26, 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
"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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Jul 11, 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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