LPD-EPFL / AggregaThor
Byzantine-resilient distributed SGD with TensorFlow.
☆40Updated 4 years ago
Alternatives and similar repositories for AggregaThor:
Users that are interested in AggregaThor are comparing it to the libraries listed below
- A sybil-resilient distributed learning protocol.☆103Updated last year
- Distributed Momentum for Byzantine-resilient Stochastic Gradient Descent (ICLR 2021)☆20Updated 3 years ago
- ☆15Updated 5 years ago
- ☆28Updated 2 years ago
- Code for NDSS 2021 Paper "Manipulating the Byzantine: Optimizing Model Poisoning Attacks and Defenses Against Federated Learning"☆142Updated 2 years ago
- An implementation for the paper "A Little Is Enough: Circumventing Defenses For Distributed Learning" (NeurIPS 2019)☆26Updated last year
- Learning from history for Byzantine Robustness☆22Updated 3 years ago
- CRFL: Certifiably Robust Federated Learning against Backdoor Attacks (ICML 2021)☆71Updated 3 years ago
- ☆54Updated 2 years ago
- Code for Exploiting Unintended Feature Leakage in Collaborative Learning (in Oakland 2019)☆53Updated 5 years ago
- Implementation of calibration bounds for differential privacy in the shuffle model☆23Updated 4 years ago
- ☆54Updated 3 years ago
- Salvaging Federated Learning by Local Adaptation☆56Updated 8 months ago
- Official implementation of "Provable Defense against Privacy Leakage in Federated Learning from Representation Perspective"☆55Updated last year
- ☆31Updated 4 years ago
- This is the code for our paper `Robust Federated Learning with Attack-Adaptive Aggregation' accepted by FTL-IJCAI'21.☆44Updated last year
- A list of papers using/about Federated Learning especially malicious client and attacks.☆12Updated 4 years ago
- ☆80Updated 2 years ago
- Code to reproduce experiments in "Antipodes of Label Differential Privacy PATE and ALIBI"☆30Updated 2 years ago
- simple Differential Privacy in PyTorch☆48Updated 4 years ago
- ☆42Updated 11 months ago
- Privacy attacks on Split Learning☆38Updated 3 years ago
- Code for "Analyzing Federated Learning through an Adversarial Lens" https://arxiv.org/abs/1811.12470☆147Updated 2 years ago
- Official implementation of our work "Collaborative Fairness in Federated Learning."☆51Updated 10 months ago
- ☆83Updated 4 years ago
- Robust aggregation for federated learning with the RFA algorithm.☆48Updated 2 years ago
- ☆14Updated last year
- ☆18Updated 3 years ago
- Official code for "Personalized Federated Learning through Local Memorization" (ICML'22)☆43Updated last year
- ☆14Updated last year