A collection of academic articles, published methodology, and datasets on the subject of machine unlearning.
| Paper Title | Venue | Year |
|---|---|---|
| Making machine learning forget | Annual Privacy Forum | 2019 |
| “Amnesia” - A Selection of Machine Learning Models That Can Forget User Data Very Fast | CIDR | 2019 |
| Humans forget, machines remember: Artificial intelligence and the Right to Be Forgotten | Computer Law & Security Review | 2018 |
| Algorithms that remember: model inversion attacks and data protection law | Philosophical Transactions of the Royal Society A | 2018 |
| Paper Title | Venue | Year |
|---|---|---|
| Humans forget, machines remember: Artificial intelligence and the Right to Be Forgotten | Computer Law & Security Review | 2018 |
| Humans forget, machines remember: Artificial intelligence and the Right to Be Forgotten | Computer Law & Security Review | 2018 |
| Humans forget, machines remember: Artificial intelligence and the Right to Be Forgotten | Computer Law & Security Review | 2018 |
| Paper Title | Venue | Year |
|---|---|---|
| Humans forget, machines remember: Artificial intelligence and the Right to Be Forgotten | Computer Law & Security Review | 2018 |
| Humans forget, machines remember: Artificial intelligence and the Right to Be Forgotten | Computer Law & Security Review | 2018 |
| Humans forget, machines remember: Artificial intelligence and the Right to Be Forgotten | Computer Law & Security Review | 2018 |
| Paper Title | Venue | Year |
|---|---|---|
| Humans forget, machines remember: Artificial intelligence and the Right to Be Forgotten | Computer Law & Security Review | 2018 |
| Humans forget, machines remember: Artificial intelligence and the Right to Be Forgotten | Computer Law & Security Review | 2018 |
| Humans forget, machines remember: Artificial intelligence and the Right to Be Forgotten | Computer Law & Security Review | 2018 |
| Dataset | #Items | Disk Size | Downstream Application | #Papers Used |
|---|---|---|---|---|
| MNIST | 70K | 11MB | Classification | 29+ papers |
| CIFAR | 60K | 163MB | Classification | 16+ papers |
| SVHN | 600K | 400MB+ | Classification | 8+ papers |
| LSUN | 69M+ | 1TB+ | Classification | 1 paper |
| ImageNet | 14M+ | 166GB | Classification | 6 papers |
| Dataset | #Items | Disk Size | Downstream Application | #Papers Used |
|---|---|---|---|---|
| Adult | 48K+ | 10MB | Classification | 8+ papers |
| Breast Cancer | 569 | <1MB | Classification | 2 papers |
| Diabetes | 442 | <1MB | Regression | 3 papers |
| Dataset | #Items | Disk Size | Downstream Application | #Papers Used |
|---|---|---|---|---|
| IMDB Review | 50k | 66MB | Sentiment Analysis | 1 paper |
| Reuters | 11K+ | 73MB | Categorization | 1 paper |
| Newsgroup | 20K | 1GB+ | Categorization | 1 paper |
| Dataset | #Items | Disk Size | Downstream Application | #Papers Used |
|---|---|---|---|---|
| Epileptic Seizure | 11K+ | 7MB | Timeseries Classification | 1 paper |
| Activity Recognition | 10K+ | 26MB | Timeseries Classification | 1 paper |
| Botnet | 72M | 3GB+ | Clustering | 1 paper |
| Dataset | #Items | Disk Size | Downstream Application | #Papers Used |
|---|---|---|---|---|
| OGB | 100M+ | 59MB | Classification | 2 papers |
| Cora | 2K+ | 4.5MB | Classification | 3 papers |
| MovieLens | 1B+ | 3GB+ | Recommender Systems | 1 paper |
Disclaimer
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