| RepuNet: A Reputation System for Mitigating Malicious Clients in DFL | Jun 24, 2025 | Federated LearningModel Poisoning | —Unverified | 0 |
| Federated Learning-Based Data Collaboration Method for Enhancing Edge Cloud AI System Security Using Large Language Models | Jun 22, 2025 | Edge-computingFederated Learning | —Unverified | 0 |
| Trojan Horse Hunt in Time Series Forecasting for Space Operations | Jun 2, 2025 | Model PoisoningTime Series | —Unverified | 0 |
| Performance Guaranteed Poisoning Attacks in Federated Learning: A Sliding Mode Approach | May 22, 2025 | Federated LearningModel Poisoning | —Unverified | 0 |
| GRANITE : a Byzantine-Resilient Dynamic Gossip Learning Framework | Apr 24, 2025 | Model Poisoning | —Unverified | 0 |
| A Client-level Assessment of Collaborative Backdoor Poisoning in Non-IID Federated Learning | Apr 17, 2025 | Federated LearningModel Poisoning | —Unverified | 0 |
| Two Heads Are Better than One: Model-Weight and Latent-Space Analysis for Federated Learning on Non-iid Data against Poisoning Attacks | Mar 30, 2025 | Federated LearningModel Poisoning | —Unverified | 0 |
| Not All Edges are Equally Robust: Evaluating the Robustness of Ranking-Based Federated Learning | Mar 12, 2025 | AllFederated Learning | —Unverified | 0 |
| Poisoning Bayesian Inference via Data Deletion and Replication | Mar 6, 2025 | Bayesian InferenceModel Poisoning | —Unverified | 0 |
| SLVR: Securely Leveraging Client Validation for Robust Federated Learning | Feb 12, 2025 | Federated LearningModel Poisoning | —Unverified | 0 |
| Dual Defense: Enhancing Privacy and Mitigating Poisoning Attacks in Federated Learning | Feb 8, 2025 | Anomaly DetectionFederated Learning | CodeCode Available | 0 |
| DMPA: Model Poisoning Attacks on Decentralized Federated Learning for Model Differences | Feb 7, 2025 | Federated Learningmodel | —Unverified | 0 |
| SoK: Benchmarking Poisoning Attacks and Defenses in Federated Learning | Feb 6, 2025 | BenchmarkingData Poisoning | CodeCode Available | 2 |
| Maximizing Uncertainty for Federated learning via Bayesian Optimisation-based Model Poisoning | Jan 14, 2025 | Bayesian OptimisationFederated Learning | —Unverified | 0 |
| VerifBFL: Leveraging zk-SNARKs for A Verifiable Blockchained Federated Learning | Jan 8, 2025 | Federated LearningModel Poisoning | —Unverified | 0 |
| Tazza: Shuffling Neural Network Parameters for Secure and Private Federated Learning | Dec 10, 2024 | Computational EfficiencyFederated Learning | —Unverified | 0 |
| DeTrigger: A Gradient-Centric Approach to Backdoor Attack Mitigation in Federated Learning | Nov 19, 2024 | Adversarial AttackBackdoor Attack | —Unverified | 0 |
| How to Defend Against Large-scale Model Poisoning Attacks in Federated Learning: A Vertical Solution | Nov 16, 2024 | Federated LearningModel Poisoning | —Unverified | 0 |
| FedSECA: Sign Election and Coordinate-wise Aggregation of Gradients for Byzantine Tolerant Federated Learning | Nov 6, 2024 | Federated LearningModel Poisoning | CodeCode Available | 0 |
| Meta Stackelberg Game: Robust Federated Learning against Adaptive and Mixed Poisoning Attacks | Oct 22, 2024 | Federated LearningMeta-Learning | —Unverified | 0 |
| PFAttack: Stealthy Attack Bypassing Group Fairness in Federated Learning | Oct 9, 2024 | FairnessFederated Learning | —Unverified | 0 |
| pFedGame -- Decentralized Federated Learning using Game Theory in Dynamic Topology | Oct 5, 2024 | Federated LearningModel Poisoning | —Unverified | 0 |
| EAB-FL: Exacerbating Algorithmic Bias through Model Poisoning Attacks in Federated Learning | Oct 2, 2024 | FairnessFederated Learning | CodeCode Available | 0 |
| HYDRA-FL: Hybrid Knowledge Distillation for Robust and Accurate Federated Learning | Sep 30, 2024 | Federated LearningKnowledge Distillation | —Unverified | 0 |
| On the Hardness of Decentralized Multi-Agent Policy Evaluation under Byzantine Attacks | Sep 19, 2024 | Model PoisoningMulti-agent Reinforcement Learning | —Unverified | 0 |