lmgraves / AmnesiacML
Methods for removing learned data from neural nets and evaluation of those methods
☆33Updated 3 years ago
Related projects ⓘ
Alternatives and complementary repositories for AmnesiacML
- ☆53Updated 4 years ago
- ☆13Updated 3 years ago
- Code related to the paper "Machine Unlearning of Features and Labels"☆68Updated 9 months ago
- [NeurIPS23 (Spotlight)] "Model Sparsity Can Simplify Machine Unlearning" by Jinghan Jia*, Jiancheng Liu*, Parikshit Ram, Yuguang Yao, Gao…☆63Updated 8 months ago
- Official implementation of "RelaxLoss: Defending Membership Inference Attacks without Losing Utility" (ICLR 2022)☆46Updated 2 years ago
- ☆23Updated 2 years ago
- Official implementation of "When Machine Unlearning Jeopardizes Privacy" (ACM CCS 2021)☆46Updated 2 years ago
- [ICML 2023] Are Diffusion Models Vulnerable to Membership Inference Attacks?☆31Updated 2 months ago
- Certified Removal from Machine Learning Models☆63Updated 3 years ago
- ☆38Updated 3 months ago
- This repo implements several algorithms for learning with differential privacy.☆102Updated last year
- code release for "Unrolling SGD: Understanding Factors Influencing Machine Unlearning" published at EuroS&P'22☆22Updated 2 years ago
- ☆53Updated last year
- ☆65Updated 2 years ago
- [CCS 2021] "DataLens: Scalable Privacy Preserving Training via Gradient Compression and Aggregation" by Boxin Wang*, Fan Wu*, Yunhui Long…☆37Updated 2 years ago
- Code for Backdoor Attacks Against Dataset Distillation☆30Updated last year
- [ICML 2023] Official code implementation of "Chameleon: Adapting to Peer Images for Planting Durable Backdoors in Federated Learning (htt…☆32Updated last month
- Camouflage poisoning via machine unlearning☆15Updated last year
- Awesome Federated Unlearning (FU) Papers (Continually Update)☆81Updated 6 months ago
- The code of AAAI-21 paper titled "Defending against Backdoors in Federated Learning with Robust Learning Rate".☆30Updated 2 years ago
- Backdoor Safety Tuning (NeurIPS 2023 & 2024 Spotlight)☆24Updated this week
- [KDD 2022] "Bilateral Dependency Optimization: Defending Against Model-inversion Attacks"☆22Updated 10 months ago
- Code for ML Doctor☆86Updated 3 months ago
- Code for the paper: Label-Only Membership Inference Attacks☆64Updated 3 years ago
- ☆22Updated 3 years ago
- ☆45Updated 5 years ago
- ☆19Updated 2 months ago
- This is the repository that introduces research topics related to protecting intellectual property (IP) of AI from a data-centric perspec…☆22Updated last year
- Towards Machine Unlearning Benchmarks: Forgetting the Personal Identities in Facial Recognition Systems☆49Updated 10 months ago
- Official repo of the paper Can Bad Teaching Induce Forgetting? Unlearning in Deep Networks using an Incompetent Teacher accepted in AAAI …☆30Updated last year