| Latency Optimization for Blockchain-Empowered Federated Learning in Multi-Server Edge Computing | Mar 18, 2022 | Deep Reinforcement LearningEdge-computing | —Unverified | 0 |
| MPAF: Model Poisoning Attacks to Federated Learning based on Fake Clients | Mar 16, 2022 | Federated LearningModel Poisoning | CodeCode Available | 0 |
| BEAS: Blockchain Enabled Asynchronous & Secure Federated Machine Learning | Feb 6, 2022 | Anomaly DetectionBIG-bench Machine Learning | CodeCode Available | 1 |
| Studying the Robustness of Anti-adversarial Federated Learning Models Detecting Cyberattacks in IoT Spectrum Sensors | Jan 31, 2022 | Anomaly DetectionBinary Classification | —Unverified | 0 |
| Towards Understanding Quality Challenges of the Federated Learning for Neural Networks: A First Look from the Lens of Robustness | Jan 5, 2022 | Data PoisoningFederated Learning | CodeCode Available | 0 |
| SparseFed: Mitigating Model Poisoning Attacks in Federated Learning with Sparsification | Dec 12, 2021 | Federated LearningModel Poisoning | CodeCode Available | 0 |
| FedRAD: Federated Robust Adaptive Distillation | Dec 2, 2021 | Federated LearningKnowledge Distillation | —Unverified | 0 |
| ARFED: Attack-Resistant Federated averaging based on outlier elimination | Nov 8, 2021 | Data PoisoningFederated Learning | CodeCode Available | 1 |
| FL-WBC: Enhancing Robustness against Model Poisoning Attacks in Federated Learning from a Client Perspective | Oct 26, 2021 | Federated LearningModel Poisoning | CodeCode Available | 1 |
| PRECAD: Privacy-Preserving and Robust Federated Learning via Crypto-Aided Differential Privacy | Oct 22, 2021 | Federated LearningModel Poisoning | —Unverified | 0 |
| PipAttack: Poisoning Federated Recommender Systems forManipulating Item Promotion | Oct 21, 2021 | Federated LearningModel Poisoning | —Unverified | 0 |
| TESSERACT: Gradient Flip Score to Secure Federated Learning Against Model Poisoning Attacks | Oct 19, 2021 | Federated LearningModel Poisoning | —Unverified | 0 |
| On the Security Risks of AutoML | Oct 12, 2021 | AutoMLModel Poisoning | CodeCode Available | 0 |
| Byzantine-robust Federated Learning through Collaborative Malicious Gradient Filtering | Sep 13, 2021 | Federated LearningModel Poisoning | CodeCode Available | 1 |
| A Synergetic Attack against Neural Network Classifiers combining Backdoor and Adversarial Examples | Sep 3, 2021 | Federated LearningModel Poisoning | —Unverified | 0 |
| Back to the Drawing Board: A Critical Evaluation of Poisoning Attacks on Production Federated Learning | Aug 23, 2021 | Federated LearningMisconceptions | CodeCode Available | 1 |
| Turning Federated Learning Systems Into Covert Channels | Apr 21, 2021 | Federated LearningModel Poisoning | —Unverified | 0 |
| FedCom: A Byzantine-Robust Local Model Aggregation Rule Using Data Commitment for Federated Learning | Apr 16, 2021 | Data PoisoningFederated Learning | —Unverified | 0 |
| Robust Federated Learning with Attack-Adaptive Aggregation | Feb 10, 2021 | Federated LearningModel Poisoning | CodeCode Available | 1 |
| SAFELearning: Enable Backdoor Detectability In Federated Learning With Secure Aggregation | Feb 4, 2021 | Anomaly DetectionFederated Learning | —Unverified | 0 |
| Covert Model Poisoning Against Federated Learning: Algorithm Design and Optimization | Jan 28, 2021 | Federated LearningModel Poisoning | —Unverified | 0 |
| Untargeted Poisoning Attack Detection in Federated Learning via Behavior Attestation | Jan 24, 2021 | Federated LearningModel Poisoning | —Unverified | 0 |
| Ditto: Fair and Robust Federated Learning Through Personalization | Dec 8, 2020 | FairnessFederated Learning | CodeCode Available | 1 |
| 2CP: Decentralized Protocols to Transparently Evaluate Contributivity in Blockchain Federated Learning Environments | Nov 15, 2020 | Federated LearningModel Poisoning | —Unverified | 0 |
| BaFFLe: Backdoor detection via Feedback-based Federated Learning | Nov 4, 2020 | Federated LearningModel Poisoning | —Unverified | 0 |
