| SureFED: Robust Federated Learning via Uncertainty-Aware Inward and Outward Inspection | Aug 4, 2023 | Federated Learningimage-classification | —Unverified | 0 |
| SAFELearning: Enable Backdoor Detectability In Federated Learning With Secure Aggregation | Feb 4, 2021 | Anomaly DetectionFederated Learning | —Unverified | 0 |
| Security Analysis of SplitFed Learning | Dec 4, 2022 | Federated LearningModel Poisoning | —Unverified | 0 |
| SLVR: Securely Leveraging Client Validation for Robust Federated Learning | Feb 12, 2025 | Federated LearningModel Poisoning | —Unverified | 0 |
| SPIN: Simulated Poisoning and Inversion Network for Federated Learning-Based 6G Vehicular Networks | Nov 21, 2022 | Federated LearningGenerative Adversarial Network | —Unverified | 0 |
| Studying the Robustness of Anti-adversarial Federated Learning Models Detecting Cyberattacks in IoT Spectrum Sensors | Jan 31, 2022 | Anomaly DetectionBinary Classification | —Unverified | 0 |
| Tazza: Shuffling Neural Network Parameters for Secure and Private Federated Learning | Dec 10, 2024 | Computational EfficiencyFederated Learning | —Unverified | 0 |
| TESSERACT: Gradient Flip Score to Secure Federated Learning Against Model Poisoning Attacks | Oct 19, 2021 | Federated LearningModel Poisoning | —Unverified | 0 |
| Trojan Horse Hunt in Time Series Forecasting for Space Operations | Jun 2, 2025 | Model PoisoningTime Series | —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 |
| Untargeted Poisoning Attack Detection in Federated Learning via Behavior Attestation | Jan 24, 2021 | Federated LearningModel Poisoning | —Unverified | 0 |
| VerifBFL: Leveraging zk-SNARKs for A Verifiable Blockchained Federated Learning | Jan 8, 2025 | Federated LearningModel Poisoning | —Unverified | 0 |
| Mitigating Malicious Attacks in Federated Learning via Confidence-aware Defense | Aug 5, 2024 | Data PoisoningFederated Learning | —Unverified | 0 |
| GRANITE : a Byzantine-Resilient Dynamic Gossip Learning Framework | Apr 24, 2025 | Model Poisoning | —Unverified | 0 |
| How Potent are Evasion Attacks for Poisoning Federated Learning-Based Signal Classifiers? | Jan 21, 2023 | Federated LearningModel Poisoning | —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 |
| HYDRA-FL: Hybrid Knowledge Distillation for Robust and Accurate Federated Learning | Sep 30, 2024 | Federated LearningKnowledge Distillation | —Unverified | 0 |
| WW-FL: Secure and Private Large-Scale Federated Learning | Feb 20, 2023 | Data PoisoningFederated Learning | —Unverified | 0 |
| Kick Bad Guys Out! Conditionally Activated Anomaly Detection in Federated Learning with Zero-Knowledge Proof Verification | Oct 6, 2023 | Anomaly DetectionFederated Learning | —Unverified | 0 |
| Latency Optimization for Blockchain-Empowered Federated Learning in Multi-Server Edge Computing | Mar 18, 2022 | Deep Reinforcement LearningEdge-computing | —Unverified | 0 |
| A Data-Driven Defense against Edge-case Model Poisoning Attacks on Federated Learning | May 3, 2023 | Federated LearningModel Poisoning | —Unverified | 0 |
| Learning to Detect Malicious Clients for Robust Federated Learning | Feb 1, 2020 | Federated Learningimage-classification | —Unverified | 0 |
| Local Model Poisoning Attacks to Byzantine-Robust Federated Learning | Nov 26, 2019 | BIG-bench Machine LearningData Poisoning | —Unverified | 0 |
| Manipulating Visually-aware Federated Recommender Systems and Its Countermeasures | May 14, 2023 | Collaborative FilteringModel Poisoning | —Unverified | 0 |
| Maximizing Uncertainty for Federated learning via Bayesian Optimisation-based Model Poisoning | Jan 14, 2025 | Bayesian OptimisationFederated Learning | —Unverified | 0 |
| Meta Stackelberg Game: Robust Federated Learning against Adaptive and Mixed Poisoning Attacks | Oct 22, 2024 | Federated LearningMeta-Learning | —Unverified | 0 |
| Mitigating Evasion Attacks in Federated Learning-Based Signal Classifiers | Jun 8, 2023 | Adversarial AttackFederated Learning | —Unverified | 0 |
| Mixed Strategy Game Model Against Data Poisoning Attacks | Jun 7, 2019 | Data PoisoningModel Poisoning | —Unverified | 0 |
| Multi-Model based Federated Learning Against Model Poisoning Attack: A Deep Learning Based Model Selection for MEC Systems | Sep 12, 2024 | Deep Reinforcement LearningFederated Learning | —Unverified | 0 |
| Not All Edges are Equally Robust: Evaluating the Robustness of Ranking-Based Federated Learning | Mar 12, 2025 | AllFederated Learning | —Unverified | 0 |
| No Vandalism: Privacy-Preserving and Byzantine-Robust Federated Learning | Jun 3, 2024 | Federated LearningModel Poisoning | —Unverified | 0 |
| On the Hardness of Decentralized Multi-Agent Policy Evaluation under Byzantine Attacks | Sep 19, 2024 | Model PoisoningMulti-agent Reinforcement Learning | —Unverified | 0 |
| Partner in Crime: Boosting Targeted Poisoning Attacks against Federated Learning | Jul 13, 2024 | Data PoisoningFederated Learning | —Unverified | 0 |
| Performance Guaranteed Poisoning Attacks in Federated Learning: A Sliding Mode Approach | May 22, 2025 | Federated LearningModel Poisoning | —Unverified | 0 |
| Performance Weighting for Robust Federated Learning Against Corrupted Sources | May 2, 2022 | Federated LearningModel Poisoning | —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 |
| PipAttack: Poisoning Federated Recommender Systems forManipulating Item Promotion | Oct 21, 2021 | Federated LearningModel Poisoning | —Unverified | 0 |
| Poisoning Bayesian Inference via Data Deletion and Replication | Mar 6, 2025 | Bayesian InferenceModel Poisoning | —Unverified | 0 |
| Poisoning Decentralized Collaborative Recommender System and Its Countermeasures | Apr 1, 2024 | Model PoisoningRecommendation Systems | —Unverified | 0 |
| Poster: Sponge ML Model Attacks of Mobile Apps | Mar 1, 2023 | AttributeFederated Learning | —Unverified | 0 |
| PRECAD: Privacy-Preserving and Robust Federated Learning via Crypto-Aided Differential Privacy | Oct 22, 2021 | Federated LearningModel Poisoning | —Unverified | 0 |
| RepuNet: A Reputation System for Mitigating Malicious Clients in DFL | Jun 24, 2025 | Federated LearningModel Poisoning | —Unverified | 0 |
| Resilience of Wireless Ad Hoc Federated Learning against Model Poisoning Attacks | Nov 7, 2022 | 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 |
| Exploring the Limits of Model-Targeted Indiscriminate Data Poisoning Attacks | Mar 7, 2023 | Data PoisoningModel Poisoning | CodeCode Available | 0 |
| Dual Defense: Enhancing Privacy and Mitigating Poisoning Attacks in Federated Learning | Feb 8, 2025 | Anomaly DetectionFederated Learning | CodeCode Available | 0 |
| On the Security Risks of AutoML | Oct 12, 2021 | AutoMLModel Poisoning | CodeCode Available | 0 |
| EAB-FL: Exacerbating Algorithmic Bias through Model Poisoning Attacks in Federated Learning | Oct 2, 2024 | FairnessFederated Learning | CodeCode Available | 0 |
| A Novel Defense Against Poisoning Attacks on Federated Learning: LayerCAM Augmented with Autoencoder | Jun 2, 2024 | Federated LearningModel Poisoning | CodeCode Available | 0 |