| OpBoost: A Vertical Federated Tree Boosting Framework Based on Order-Preserving Desensitization | Oct 4, 2022 | Federated LearningPrivacy Preserving | CodeCode Available | 2 |
| UniTrans: A Unified Vertical Federated Knowledge Transfer Framework for Enhancing Cross-Hospital Collaboration | Jan 20, 2025 | Federated LearningPrivacy Preserving | CodeCode Available | 1 |
| Federated Transformer: Multi-Party Vertical Federated Learning on Practical Fuzzily Linked Data | Oct 23, 2024 | Entity AlignmentFederated Learning | CodeCode Available | 1 |
| VFLIP: A Backdoor Defense for Vertical Federated Learning via Identification and Purification | Aug 28, 2024 | Anomaly Detectionbackdoor defense | CodeCode Available | 1 |
| Vertical Federated Learning for Effectiveness, Security, Applicability: A Survey | May 25, 2024 | Federated LearningPrivacy Preserving | CodeCode Available | 1 |
| VFLAIR: A Research Library and Benchmark for Vertical Federated Learning | Oct 15, 2023 | Federated LearningVertical Federated Learning | CodeCode Available | 1 |
| VertiBench: Advancing Feature Distribution Diversity in Vertical Federated Learning Benchmarks | Jul 5, 2023 | DiversityFeature Correlation | CodeCode Available | 1 |
| Label Inference Attacks Against Vertical Federated Learning | Oct 10, 2022 | Federated LearningVertical Federated Learning | CodeCode Available | 1 |
| A Hybrid Self-Supervised Learning Framework for Vertical Federated Learning | Aug 18, 2022 | Federated LearningInference Attack | CodeCode Available | 1 |
| Practical Vertical Federated Learning with Unsupervised Representation Learning | Aug 13, 2022 | Federated LearningPrivacy Preserving | CodeCode Available | 1 |
| Differentially Private Vertical Federated Clustering | Aug 2, 2022 | ClusteringFederated Learning | CodeCode Available | 1 |
| Catastrophic Data Leakage in Vertical Federated Learning | Dec 1, 2021 | Federated LearningVertical Federated Learning | CodeCode Available | 1 |
| CAFE: Catastrophic Data Leakage in Vertical Federated Learning | Oct 26, 2021 | Federated LearningVertical Federated Learning | CodeCode Available | 1 |
| Graph-Fraudster: Adversarial Attacks on Graph Neural Network Based Vertical Federated Learning | Oct 13, 2021 | Adversarial AttackFederated Learning | CodeCode Available | 1 |
| Fedlearn-Algo: A flexible open-source privacy-preserving machine learning platform | Jul 8, 2021 | BIG-bench Machine LearningBinary Classification | CodeCode Available | 1 |
| A Coupled Design of Exploiting Record Similarity for Practical Vertical Federated Learning | Jun 11, 2021 | Federated LearningVertical Federated Learning | CodeCode Available | 1 |
| PyVertical: A Vertical Federated Learning Framework for Multi-headed SplitNN | Apr 1, 2021 | Federated LearningVertical Federated Learning | CodeCode Available | 1 |
| Feature Inference Attack on Model Predictions in Vertical Federated Learning | Oct 20, 2020 | Federated LearningInference Attack | CodeCode Available | 1 |
| Interpret Federated Learning with Shapley Values | May 11, 2019 | Feature ImportanceFederated Learning | CodeCode Available | 1 |
| VeFIA: An Efficient Inference Auditing Framework for Vertical Federated Collaborative Software | Jul 3, 2025 | Federated LearningVertical Federated Learning | —Unverified | 0 |
| Event-Driven Online Vertical Federated Learning | Jun 17, 2025 | Federated LearningVertical Federated Learning | —Unverified | 0 |
| Synesthesia of Machines (SoM)-Aided Online FDD Precoding via Heterogeneous Multi-Modal Sensing: A Vertical Federated Learning Approach | Jun 9, 2025 | Federated LearningVertical Federated Learning | —Unverified | 0 |
| Reliable Vertical Federated Learning in 5G Core Network Architecture | May 21, 2025 | Federated LearningVertical Federated Learning | CodeCode Available | 0 |
| Deep Latent Variable Model based Vertical Federated Learning with Flexible Alignment and Labeling Scenarios | May 16, 2025 | Federated LearningVertical Federated Learning | —Unverified | 0 |
| Random Client Selection on Contrastive Federated Learning for Tabular Data | May 16, 2025 | Federated LearningPrivacy Preserving | —Unverified | 0 |
