| 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 |
| Mitigating Malicious Attacks in Federated Learning via Confidence-aware Defense | Aug 5, 2024 | Data PoisoningFederated Learning | —Unverified | 0 |
| Partner in Crime: Boosting Targeted Poisoning Attacks against Federated Learning | Jul 13, 2024 | Data PoisoningFederated Learning | —Unverified | 0 |
| Defending Against Sophisticated Poisoning Attacks with RL-based Aggregation in Federated Learning | Jun 20, 2024 | Federated LearningModel Poisoning | CodeCode Available | 0 |
| No Vandalism: Privacy-Preserving and Byzantine-Robust Federated Learning | Jun 3, 2024 | Federated LearningModel Poisoning | —Unverified | 0 |
| A Novel Defense Against Poisoning Attacks on Federated Learning: LayerCAM Augmented with Autoencoder | Jun 2, 2024 | Federated LearningModel Poisoning | CodeCode Available | 0 |
| ACE: A Model Poisoning Attack on Contribution Evaluation Methods in Federated Learning | May 31, 2024 | Federated LearningModel Poisoning | —Unverified | 0 |
| Concealing Backdoor Model Updates in Federated Learning by Trigger-Optimized Data Poisoning | May 10, 2024 | Backdoor AttackData Poisoning | —Unverified | 0 |
| Leverage Variational Graph Representation For Model Poisoning on Federated Learning | Apr 23, 2024 | Federated LearningModel Poisoning | CodeCode Available | 0 |
| Poisoning Decentralized Collaborative Recommender System and Its Countermeasures | Apr 1, 2024 | Model PoisoningRecommendation Systems | —Unverified | 0 |
| Robust Federated Contrastive Recommender System against Model Poisoning Attack | Mar 29, 2024 | Contrastive LearningModel Poisoning | —Unverified | 0 |
| Resilience in Online Federated Learning: Mitigating Model-Poisoning Attacks via Partial Sharing | Mar 19, 2024 | Federated LearningModel Poisoning | —Unverified | 0 |
| FedRDF: A Robust and Dynamic Aggregation Function against Poisoning Attacks in Federated Learning | Feb 15, 2024 | Federated LearningModel Poisoning | —Unverified | 0 |
| Data and Model Poisoning Backdoor Attacks on Wireless Federated Learning, and the Defense Mechanisms: A Comprehensive Survey | Dec 14, 2023 | Data PoisoningFederated Learning | —Unverified | 0 |
| Data-Agnostic Model Poisoning against Federated Learning: A Graph Autoencoder Approach | Nov 30, 2023 | Federated LearningModel Poisoning | —Unverified | 0 |
| Identifying the Truth of Global Model: A Generic Solution to Defend Against Byzantine and Backdoor Attacks in Federated Learning (full version) | Nov 17, 2023 | Federated LearningModel Poisoning | —Unverified | 0 |
| Can We Trust the Similarity Measurement in Federated Learning? | Oct 20, 2023 | Federated LearningModel Poisoning | —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 |
| DISBELIEVE: Distance Between Client Models is Very Essential for Effective Local Model Poisoning Attacks | Aug 14, 2023 | Federated LearningMedical Image Analysis | —Unverified | 0 |
| SureFED: Robust Federated Learning via Uncertainty-Aware Inward and Outward Inspection | Aug 4, 2023 | Federated Learningimage-classification | —Unverified | 0 |
| FedDefender: Client-Side Attack-Tolerant Federated Learning | Jul 18, 2023 | Federated LearningKnowledge Distillation | CodeCode Available | 1 |
| An Analysis of Untargeted Poisoning Attack and Defense Methods for Federated Online Learning to Rank Systems | Jul 4, 2023 | Federated LearningLearning-To-Rank | —Unverified | 0 |
| A First Order Meta Stackelberg Method for Robust Federated Learning | Jun 23, 2023 | Federated LearningMeta-Learning | —Unverified | 0 |
| Anticipatory Thinking Challenges in Open Worlds: Risk Management | Jun 22, 2023 | Adversarial RobustnessAutonomous Vehicles | —Unverified | 0 |
| Mitigating Evasion Attacks in Federated Learning-Based Signal Classifiers | Jun 8, 2023 | Adversarial AttackFederated Learning | —Unverified | 0 |