| LabObf: A Label Protection Scheme for Vertical Federated Learning Through Label Obfuscation | May 27, 2024 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Vertical Federated Learning for Effectiveness, Security, Applicability: A Survey | May 25, 2024 | Federated LearningPrivacy Preserving | CodeCode Available | 1 |
| Vertical Federated Learning Hybrid Local Pre-training | May 20, 2024 | Federated LearningRepresentation Learning | —Unverified | 0 |
| Constructing Adversarial Examples for Vertical Federated Learning: Optimal Client Corruption through Multi-Armed Bandit | May 7, 2024 | Federated LearningThompson Sampling | CodeCode Available | 0 |
| Scalable Vertical Federated Learning via Data Augmentation and Amortized Inference | May 7, 2024 | Bayesian InferenceData Augmentation | —Unverified | 0 |
| A Survey on Contribution Evaluation in Vertical Federated Learning | May 3, 2024 | Federated LearningSurvey | CodeCode Available | 0 |
| PackVFL: Efficient HE Packing for Vertical Federated Learning | May 1, 2024 | Federated LearningVertical Federated Learning | —Unverified | 0 |
| URVFL: Undetectable Data Reconstruction Attack on Vertical Federated Learning | Apr 30, 2024 | Federated LearningReconstruction Attack | CodeCode Available | 0 |
| TabVFL: Improving Latent Representation in Vertical Federated Learning | Apr 27, 2024 | Federated LearningRepresentation Learning | —Unverified | 0 |
| KDk: A Defense Mechanism Against Label Inference Attacks in Vertical Federated Learning | Apr 18, 2024 | Federated LearningKnowledge Distillation | —Unverified | 0 |
| Communication-Efficient Hybrid Federated Learning for E-health with Horizontal and Vertical Data Partitioning | Apr 15, 2024 | Federated LearningVertical Federated Learning | —Unverified | 0 |
| VFLGAN: Vertical Federated Learning-based Generative Adversarial Network for Vertically Partitioned Data Publication | Apr 15, 2024 | Federated LearningGenerative Adversarial Network | CodeCode Available | 0 |
| Hyperparameter Optimization for SecureBoost via Constrained Multi-Objective Federated Learning | Apr 6, 2024 | Bayesian OptimizationFederated Learning | —Unverified | 0 |
| Computation and Communication Efficient Lightweighting Vertical Federated Learning for Smart Building IoT | Mar 30, 2024 | Computational EfficiencyFederated Learning | —Unverified | 0 |
| Decoupled Vertical Federated Learning for Practical Training on Vertically Partitioned Data | Mar 6, 2024 | Federated LearningVertical Federated Learning | —Unverified | 0 |
| A Bargaining-based Approach for Feature Trading in Vertical Federated Learning | Feb 23, 2024 | Federated LearningVertical Federated Learning | —Unverified | 0 |
| A Survey of Privacy Threats and Defense in Vertical Federated Learning: From Model Life Cycle Perspective | Feb 6, 2024 | Federated LearningSurvey | —Unverified | 0 |
| Survey of Privacy Threats and Countermeasures in Federated Learning | Feb 1, 2024 | Federated LearningSurvey | —Unverified | 0 |
| Privacy-Preserving Data Fusion for Traffic State Estimation: A Vertical Federated Learning Approach | Jan 22, 2024 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| A GAN-based data poisoning framework against anomaly detection in vertical federated learning | Jan 17, 2024 | Anomaly DetectionData Poisoning | —Unverified | 0 |
| Vertical Federated Image Segmentation | Jan 15, 2024 | Feature CompressionFederated Learning | —Unverified | 0 |
| Fault Tolerant Serverless VFL Over Dynamic Device Environment | Dec 27, 2023 | Federated LearningVertical Federated Learning | —Unverified | 0 |
| Online Vertical Federated Learning for Cooperative Spectrum Sensing | Dec 18, 2023 | Federated LearningVertical Federated Learning | —Unverified | 0 |
| A Distributed Privacy Preserving Model for the Detection of Alzheimer's Disease | Dec 15, 2023 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| SecureCut: Federated Gradient Boosting Decision Trees with Efficient Machine Unlearning | Nov 22, 2023 | Federated LearningMachine Unlearning | —Unverified | 0 |
| Input Reconstruction Attack against Vertical Federated Large Language Models | Nov 7, 2023 | Federated LearningGPU | —Unverified | 0 |
| Privacy-preserving design of graph neural networks with applications to vertical federated learning | Oct 31, 2023 | Federated LearningGraph Representation Learning | —Unverified | 0 |
| VFedMH: Vertical Federated Learning for Training Multiple Heterogeneous Models | Oct 20, 2023 | Federated LearningVertical Federated Learning | —Unverified | 0 |
| VFLAIR: A Research Library and Benchmark for Vertical Federated Learning | Oct 15, 2023 | Federated LearningVertical Federated Learning | CodeCode Available | 1 |
| A Multi-Token Coordinate Descent Method for Semi-Decentralized Vertical Federated Learning | Sep 18, 2023 | Federated LearningVertical Federated Learning | —Unverified | 0 |
| Defending Label Inference Attacks in Split Learning under Regression Setting | Aug 18, 2023 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Label Inference Attacks against Node-level Vertical Federated GNNs | Aug 4, 2023 | Federated LearningNode Classification | —Unverified | 0 |
| Flexible Differentially Private Vertical Federated Learning with Adaptive Feature Embeddings | Jul 26, 2023 | Federated LearningVertical Federated Learning | CodeCode Available | 0 |
| SecureBoost Hyperparameter Tuning via Multi-Objective Federated Learning | Jul 20, 2023 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Eliminating Label Leakage in Tree-Based Vertical Federated Learning | Jul 19, 2023 | Federated LearningInference Attack | —Unverified | 0 |
| Incentive Allocation in Vertical Federated Learning Based on Bankruptcy Problem | Jul 7, 2023 | FairnessFederated Learning | —Unverified | 0 |
| VertiBench: Advancing Feature Distribution Diversity in Vertical Federated Learning Benchmarks | Jul 5, 2023 | DiversityFeature Correlation | CodeCode Available | 1 |
| Secure and Fast Asynchronous Vertical Federated Learning via Cascaded Hybrid Optimization | Jun 28, 2023 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Practical and General Backdoor Attacks against Vertical Federated Learning | Jun 19, 2023 | Federated LearningVertical Federated Learning | —Unverified | 0 |
| Cross-Modal Vertical Federated Learning for MRI Reconstruction | Jun 5, 2023 | DisentanglementFederated Learning | —Unverified | 0 |
| Reducing Communication for Split Learning by Randomized Top-k Sparsification | May 29, 2023 | Federated LearningQuantization | —Unverified | 0 |
| Secure Vertical Federated Learning Under Unreliable Connectivity | May 26, 2023 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Efficient Vertical Federated Learning with Secure Aggregation | May 18, 2023 | Federated LearningFraud Detection | —Unverified | 0 |
| Quadratic Functional Encryption for Secure Training in Vertical Federated Learning | May 15, 2023 | Federated LearningVertical Federated Learning | —Unverified | 0 |
| FedAds: A Benchmark for Privacy-Preserving CVR Estimation with Vertical Federated Learning | May 15, 2023 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Vertical Federated Learning over Cloud-RAN: Convergence Analysis and System Optimization | May 4, 2023 | Federated LearningQuantization | —Unverified | 0 |
| LESS-VFL: Communication-Efficient Feature Selection for Vertical Federated Learning | May 3, 2023 | feature selectionFederated Learning | —Unverified | 0 |
| FedVS: Straggler-Resilient and Privacy-Preserving Vertical Federated Learning for Split Models | Apr 26, 2023 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Universal Adversarial Backdoor Attacks to Fool Vertical Federated Learning in Cloud-Edge Collaboration | Apr 22, 2023 | Binary ClassificationFederated Learning | —Unverified | 0 |
| BadVFL: Backdoor Attacks in Vertical Federated Learning | Apr 18, 2023 | Backdoor AttackFederated Learning | —Unverified | 0 |
