Yoruko-Tang / ModelGuardLinks
Official implementation of the USENIX Security 2024 paper ModelGuard: Information-Theoretic Defense Against Model Extraction Attacks.
☆21Updated 2 years ago
Alternatives and similar repositories for ModelGuard
Users that are interested in ModelGuard are comparing it to the libraries listed below
Sorting:
- WaNet - Imperceptible Warping-based Backdoor Attack (ICLR 2021)☆133Updated last year
- Prediction Poisoning: Towards Defenses Against DNN Model Stealing Attacks (ICLR '20)☆33Updated 5 years ago
- A compact toolbox for backdoor attacks and defenses.☆191Updated last year
- Anti-Backdoor learning (NeurIPS 2021)☆83Updated 2 years ago
- Official Repository for the AAAI-20 paper "Hidden Trigger Backdoor Attacks"☆133Updated 2 years ago
- ☆45Updated 2 years ago
- The official implementation of the IEEE S&P`22 paper "SoK: How Robust is Deep Neural Network Image Classification Watermarking".☆117Updated 2 years ago
- Defending against Model Stealing via Verifying Embedded External Features☆38Updated 3 years ago
- Input-aware Dynamic Backdoor Attack (NeurIPS 2020)☆37Updated last year
- Invisible Backdoor Attack with Sample-Specific Triggers☆105Updated 3 years ago
- ☆32Updated 4 years ago
- Website & Documentation: https://sbaresearch.github.io/model-watermarking/☆25Updated 2 years ago
- Official implementation of (CVPR 2022 Oral) Towards Practical Deployment-Stage Backdoor Attack on Deep Neural Networks.☆26Updated 7 months ago
- [CCS'22] SSLGuard: A Watermarking Scheme for Self-supervised Learning Pre-trained Encoders☆18Updated 3 years ago
- [ICLR 2023, Best Paper Award at ECCV’22 AROW Workshop] FLIP: A Provable Defense Framework for Backdoor Mitigation in Federated Learning☆60Updated last year
- ☆27Updated 3 years ago
- Implementations of data poisoning attacks against neural networks and related defenses.☆102Updated last year
- Code for the paper "ML-Leaks: Model and Data Independent Membership Inference Attacks and Defenses on Machine Learning Models"☆85Updated 4 years ago
- This is the implementation of our paper 'Open-sourced Dataset Protection via Backdoor Watermarking', accepted by the NeurIPS Workshop on …☆23Updated 4 years ago
- Code for the paper: Label-Only Membership Inference Attacks☆67Updated 4 years ago
- A comprehensive toolbox for model inversion attacks and defenses, which is easy to get started.☆190Updated 4 months ago
- The implementation of the IEEE S&P 2024 paper MM-BD: Post-Training Detection of Backdoor Attacks with Arbitrary Backdoor Pattern Types Us…☆16Updated last year
- Input Purification Defense Against Trojan Attacks on Deep Neural Network Systems☆28Updated 4 years ago
- Code Repository for the Paper ---Revisiting the Assumption of Latent Separability for Backdoor Defenses (ICLR 2023)☆47Updated 2 years ago
- Implementation of the paper "MAZE: Data-Free Model Stealing Attack Using Zeroth-Order Gradient Estimation".☆31Updated 4 years ago
- ICML 2022 code for "Neurotoxin: Durable Backdoors in Federated Learning" https://arxiv.org/abs/2206.10341☆83Updated 2 years ago
- This is an implementation demo of the ICLR 2021 paper [Neural Attention Distillation: Erasing Backdoor Triggers from Deep Neural Networks…☆128Updated 4 years ago
- The code of AAAI-21 paper titled "Defending against Backdoors in Federated Learning with Robust Learning Rate".☆35Updated 3 years ago
- Fine-Pruning: Defending Against Backdooring Attacks on Deep Neural Networks (RAID 2018)☆47Updated 7 years ago
- CVPR 2021 Official repository for the Data-Free Model Extraction paper. https://arxiv.org/abs/2011.14779☆75Updated last year