| 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 |
