| Share Secrets for Privacy: Confidential Forecasting with Vertical Federated Learning | May 31, 2024 | Federated LearningNavigate | CodeCode Available | 0 |
| No Free Lunch Theorem for Privacy-Preserving LLM Inference | May 31, 2024 | Privacy Preserving | —Unverified | 0 |
| GANcrop: A Contrastive Defense Against Backdoor Attacks in Federated Learning | May 31, 2024 | Contrastive LearningFederated Learning | —Unverified | 0 |
| Gradient Inversion of Federated Diffusion Models | May 30, 2024 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Just Rewrite It Again: A Post-Processing Method for Enhanced Semantic Similarity and Privacy Preservation of Differentially Private Rewritten Text | May 30, 2024 | Privacy PreservingSemantic Similarity | —Unverified | 0 |
| Exploring the Practicality of Federated Learning: A Survey Towards the Communication Perspective | May 30, 2024 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Enhancing Security and Privacy in Federated Learning using Low-Dimensional Update Representation and Proximity-Based Defense | May 29, 2024 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Privacy Preserving Data Imputation via Multi-party Computation for Medical Applications | May 29, 2024 | ImputationPrivacy Preserving | —Unverified | 0 |
| LabObf: A Label Protection Scheme for Vertical Federated Learning Through Label Obfuscation | May 27, 2024 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Anonymization Prompt Learning for Facial Privacy-Preserving Text-to-Image Generation | May 27, 2024 | Face SwappingImage Generation | —Unverified | 0 |
| Privacy and Security Trade-off in Interconnected Systems with Known or Unknown Privacy Noise Covariance | May 27, 2024 | Privacy Preserving | —Unverified | 0 |
| FedHPL: Efficient Heterogeneous Federated Learning with Prompt Tuning and Logit Distillation | May 27, 2024 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Client2Vec: Improving Federated Learning by Distribution Shifts Aware Client Indexing | May 25, 2024 | Federated LearningPrivacy Preserving | CodeCode Available | 0 |
| Noisy Data Meets Privacy: Training Local Models with Post-Processed Remote Queries | May 25, 2024 | Knowledge DistillationModel extraction | —Unverified | 0 |
| Comet: A Communication-efficient and Performant Approximation for Private Transformer Inference | May 24, 2024 | Privacy Preserving | —Unverified | 0 |
| PriCE: Privacy-Preserving and Cost-Effective Scheduling for Parallelizing the Large Medical Image Processing Workflow over Hybrid Clouds | May 24, 2024 | Artifact DetectionPrivacy Preserving | CodeCode Available | 0 |
| Privacy-preserving recommender system using the data collaboration analysis for distributed datasets | May 24, 2024 | PredictionPrivacy Preserving | —Unverified | 0 |
| Scaling up the Banded Matrix Factorization Mechanism for Differentially Private ML | May 24, 2024 | Privacy Preserving | —Unverified | 0 |
| A Systematic and Formal Study of the Impact of Local Differential Privacy on Fairness: Preliminary Results | May 23, 2024 | AttributeFairness | —Unverified | 0 |
| AdaFedFR: Federated Face Recognition with Adaptive Inter-Class Representation Learning | May 22, 2024 | Face ModelFace Recognition | —Unverified | 0 |
| AdpQ: A Zero-shot Calibration Free Adaptive Post Training Quantization Method for LLMs | May 22, 2024 | Privacy PreservingQuantization | —Unverified | 0 |
| Task-agnostic Decision Transformer for Multi-type Agent Control with Federated Split Training | May 22, 2024 | AI AgentAutonomous Driving | —Unverified | 0 |
| Federated Learning for Time-Series Healthcare Sensing with Incomplete Modalities | May 20, 2024 | Computational EfficiencyFederated Learning | CodeCode Available | 0 |
| StatAvg: Mitigating Data Heterogeneity in Federated Learning for Intrusion Detection Systems | May 20, 2024 | Federated LearningIntrusion Detection | —Unverified | 0 |
| FeMLoc: Federated Meta-learning for Adaptive Wireless Indoor Localization Tasks in IoT Networks | May 17, 2024 | Indoor LocalizationMeta-Learning | —Unverified | 0 |
| Air Signing and Privacy-Preserving Signature Verification for Digital Documents | May 17, 2024 | Fingertip DetectionGesture Recognition | CodeCode Available | 0 |
| Multicenter Privacy-Preserving Model Training for Deep Learning Brain Metastases Autosegmentation | May 17, 2024 | Privacy PreservingSensitivity | CodeCode Available | 0 |
| The Effect of Quantization in Federated Learning: A Rényi Differential Privacy Perspective | May 16, 2024 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Advances in Robust Federated Learning: Heterogeneity Considerations | May 16, 2024 | DiversityFederated Learning | —Unverified | 0 |
| Dealing Doubt: Unveiling Threat Models in Gradient Inversion Attacks under Federated Learning, A Survey and Taxonomy | May 16, 2024 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Byzantine-Resilient Secure Aggregation for Federated Learning Without Privacy Compromises | May 14, 2024 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Differentially Private Federated Learning: A Systematic Review | May 14, 2024 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Mitigating federated learning contribution allocation instability through randomized aggregation | May 13, 2024 | FairnessFederated Learning | —Unverified | 0 |
| Navigating the Future of Federated Recommendation Systems with Foundation Models | May 12, 2024 | Federated LearningMultimodal Recommendation | —Unverified | 0 |
| Privacy-Preserving Edge Federated Learning for Intelligent Mobile-Health Systems | May 9, 2024 | Federated LearningPrivacy Preserving | CodeCode Available | 0 |
| An Inversion-based Measure of Memorization for Diffusion Models | May 9, 2024 | Image GenerationMemorization | CodeCode Available | 0 |
| Communication-efficient and Differentially-private Distributed Nash Equilibrium Seeking with Linear Convergence | May 8, 2024 | Privacy Preserving | —Unverified | 0 |
| Scalable Vertical Federated Learning via Data Augmentation and Amortized Inference | May 7, 2024 | Bayesian InferenceData Augmentation | —Unverified | 0 |
| IPFed: Identity protected federated learning for user authentication | May 7, 2024 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| A2-DIDM: Privacy-preserving Accumulator-enabled Auditing for Distributed Identity of DNN Model | May 7, 2024 | Privacy Preserving | —Unverified | 0 |
| Federated Graph Condensation with Information Bottleneck Principles | May 7, 2024 | Graph LearningInference Attack | —Unverified | 0 |
| The Federation Strikes Back: A Survey of Federated Learning Privacy Attacks, Defenses, Applications, and Policy Landscape | May 6, 2024 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| GI-SMN: Gradient Inversion Attack against Federated Learning without Prior Knowledge | May 6, 2024 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Differentially Private Federated Learning without Noise Addition: When is it Possible? | May 6, 2024 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| FastLloyd: Federated, Accurate, Secure, and Tunable k-Means Clustering with Differential Privacy | May 3, 2024 | ClusteringConstrained Clustering | CodeCode Available | 0 |
| 1-Diffractor: Efficient and Utility-Preserving Text Obfuscation Leveraging Word-Level Metric Differential Privacy | May 2, 2024 | Privacy PreservingWord Embeddings | CodeCode Available | 0 |
| Enhancing Mutual Trustworthiness in Federated Learning for Data-Rich Smart Cities | May 1, 2024 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Bridging Data Barriers among Participants: Assessing the Potential of Geoenergy through Federated Learning | Apr 29, 2024 | Bayesian OptimizationBinary Classification | —Unverified | 0 |
| A Universal Metric of Dataset Similarity for Cross-silo Federated Learning | Apr 29, 2024 | Federated LearningPrivacy Preserving | CodeCode Available | 0 |
| Privacy-Preserving Aggregation for Decentralized Learning with Byzantine-Robustness | Apr 27, 2024 | Federated LearningPrivacy Preserving | —Unverified | 0 |