| OpBoost: A Vertical Federated Tree Boosting Framework Based on Order-Preserving Desensitization | Oct 4, 2022 | Federated LearningPrivacy Preserving | CodeCode Available | 2 | 5 |
| Practical Vertical Federated Learning with Unsupervised Representation Learning | Aug 13, 2022 | Federated LearningPrivacy Preserving | CodeCode Available | 1 | 5 |
| CAFE: Catastrophic Data Leakage in Vertical Federated Learning | Oct 26, 2021 | Federated LearningVertical Federated Learning | CodeCode Available | 1 | 5 |
| Vertical Federated Learning for Effectiveness, Security, Applicability: A Survey | May 25, 2024 | Federated LearningPrivacy Preserving | CodeCode Available | 1 | 5 |
| Fedlearn-Algo: A flexible open-source privacy-preserving machine learning platform | Jul 8, 2021 | BIG-bench Machine LearningBinary Classification | CodeCode Available | 1 | 5 |
| UniTrans: A Unified Vertical Federated Knowledge Transfer Framework for Enhancing Cross-Hospital Collaboration | Jan 20, 2025 | Federated LearningPrivacy Preserving | CodeCode Available | 1 | 5 |
| Differentially Private Vertical Federated Clustering | Aug 2, 2022 | ClusteringFederated Learning | CodeCode Available | 1 | 5 |
| Label Inference Attacks Against Vertical Federated Learning | Oct 10, 2022 | Federated LearningVertical Federated Learning | CodeCode Available | 1 | 5 |
| PyVertical: A Vertical Federated Learning Framework for Multi-headed SplitNN | Apr 1, 2021 | Federated LearningVertical Federated Learning | CodeCode Available | 1 | 5 |
| VertiBench: Advancing Feature Distribution Diversity in Vertical Federated Learning Benchmarks | Jul 5, 2023 | DiversityFeature Correlation | CodeCode Available | 1 | 5 |
| VFLIP: A Backdoor Defense for Vertical Federated Learning via Identification and Purification | Aug 28, 2024 | Anomaly Detectionbackdoor defense | CodeCode Available | 1 | 5 |
| Graph-Fraudster: Adversarial Attacks on Graph Neural Network Based Vertical Federated Learning | Oct 13, 2021 | Adversarial AttackFederated Learning | CodeCode Available | 1 | 5 |
| Feature Inference Attack on Model Predictions in Vertical Federated Learning | Oct 20, 2020 | Federated LearningInference Attack | CodeCode Available | 1 | 5 |
| A Hybrid Self-Supervised Learning Framework for Vertical Federated Learning | Aug 18, 2022 | Federated LearningInference Attack | CodeCode Available | 1 | 5 |
| VFLAIR: A Research Library and Benchmark for Vertical Federated Learning | Oct 15, 2023 | Federated LearningVertical Federated Learning | CodeCode Available | 1 | 5 |
| Catastrophic Data Leakage in Vertical Federated Learning | Dec 1, 2021 | Federated LearningVertical Federated Learning | CodeCode Available | 1 | 5 |
| Federated Transformer: Multi-Party Vertical Federated Learning on Practical Fuzzily Linked Data | Oct 23, 2024 | Entity AlignmentFederated Learning | CodeCode Available | 1 | 5 |
| Interpret Federated Learning with Shapley Values | May 11, 2019 | Feature ImportanceFederated Learning | CodeCode Available | 1 | 5 |
| A Coupled Design of Exploiting Record Similarity for Practical Vertical Federated Learning | Jun 11, 2021 | Federated LearningVertical Federated Learning | CodeCode Available | 1 | 5 |
| A Differentially Private Blockchain-Based Approach for Vertical Federated Learning | Jul 9, 2024 | Federated LearningVertical Federated Learning | CodeCode Available | 0 | 5 |
| GLASU: A Communication-Efficient Algorithm for Federated Learning with Vertically Distributed Graph Data | Mar 16, 2023 | Federated LearningGraph Neural Network | CodeCode Available | 0 | 5 |
| FedCVT: Semi-supervised Vertical Federated Learning with Cross-view Training | Aug 25, 2020 | Federated LearningRepresentation Learning | CodeCode Available | 0 | 5 |
| A Framework for Evaluating Privacy-Utility Trade-off in Vertical Federated Learning | Sep 8, 2022 | Federated LearningPrivacy Preserving | CodeCode Available | 0 | 5 |
| A Survey on Contribution Evaluation in Vertical Federated Learning | May 3, 2024 | Federated LearningSurvey | CodeCode Available | 0 | 5 |
| Forgetting Any Data at Any Time: A Theoretically Certified Unlearning Framework for Vertical Federated Learning | Feb 24, 2025 | Federated LearningMachine Unlearning | CodeCode Available | 0 | 5 |
