| OpBoost: A Vertical Federated Tree Boosting Framework Based on Order-Preserving Desensitization | Oct 4, 2022 | Federated LearningPrivacy Preserving | CodeCode Available | 2 | 5 |
| CAFE: Catastrophic Data Leakage in Vertical Federated Learning | Oct 26, 2021 | Federated LearningVertical Federated Learning | CodeCode Available | 1 | 5 |
| Interpret Federated Learning with Shapley Values | May 11, 2019 | Feature ImportanceFederated Learning | 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 |
| VFLAIR: A Research Library and Benchmark for Vertical Federated Learning | Oct 15, 2023 | Federated LearningVertical Federated Learning | 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 |
| Fedlearn-Algo: A flexible open-source privacy-preserving machine learning platform | Jul 8, 2021 | BIG-bench Machine LearningBinary Classification | CodeCode Available | 1 | 5 |
| Practical Vertical Federated Learning with Unsupervised Representation Learning | Aug 13, 2022 | Federated LearningPrivacy Preserving | CodeCode Available | 1 | 5 |
| Feature Inference Attack on Model Predictions in Vertical Federated Learning | Oct 20, 2020 | Federated LearningInference Attack | CodeCode Available | 1 | 5 |
| Differentially Private Vertical Federated Clustering | Aug 2, 2022 | ClusteringFederated Learning | CodeCode Available | 1 | 5 |
| Vertical Federated Learning for Effectiveness, Security, Applicability: A Survey | May 25, 2024 | Federated LearningPrivacy Preserving | CodeCode Available | 1 | 5 |
| VertiBench: Advancing Feature Distribution Diversity in Vertical Federated Learning Benchmarks | Jul 5, 2023 | DiversityFeature Correlation | CodeCode Available | 1 | 5 |
| A Hybrid Self-Supervised Learning Framework for Vertical Federated Learning | Aug 18, 2022 | Federated LearningInference Attack | 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 |
| PyVertical: A Vertical Federated Learning Framework for Multi-headed SplitNN | Apr 1, 2021 | Federated LearningVertical Federated Learning | CodeCode Available | 1 | 5 |
| Label Inference Attacks Against Vertical Federated Learning | Oct 10, 2022 | 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 |
| Graph-Fraudster: Adversarial Attacks on Graph Neural Network Based Vertical Federated Learning | Oct 13, 2021 | Adversarial AttackFederated Learning | CodeCode Available | 1 | 5 |
| Catastrophic Data Leakage in Vertical Federated Learning | Dec 1, 2021 | Federated LearningVertical Federated Learning | CodeCode Available | 1 | 5 |
| A Framework for Evaluating Privacy-Utility Trade-off in Vertical Federated Learning | Sep 8, 2022 | Federated LearningPrivacy Preserving | CodeCode Available | 0 | 5 |
| VFLGAN: Vertical Federated Learning-based Generative Adversarial Network for Vertically Partitioned Data Publication | Apr 15, 2024 | Federated LearningGenerative Adversarial Network | CodeCode Available | 0 | 5 |
| Query-Efficient Adversarial Attack Against Vertical Federated Graph Learning | Nov 5, 2024 | Adversarial AttackFederated Learning | CodeCode Available | 0 | 5 |
| Vertical Federated Learning with Missing Features During Training and Inference | Oct 29, 2024 | Federated LearningVertical Federated Learning | CodeCode Available | 0 | 5 |
| Share Secrets for Privacy: Confidential Forecasting with Vertical Federated Learning | May 31, 2024 | Federated LearningNavigate | CodeCode Available | 0 | 5 |
| A Survey on Contribution Evaluation in Vertical Federated Learning | May 3, 2024 | Federated LearningSurvey | CodeCode Available | 0 | 5 |
| Reliable Vertical Federated Learning in 5G Core Network Architecture | May 21, 2025 | Federated LearningVertical Federated Learning | CodeCode Available | 0 | 5 |
| A Differentially Private Blockchain-Based Approach for Vertical Federated Learning | Jul 9, 2024 | Federated LearningVertical Federated Learning | CodeCode Available | 0 | 5 |
| Vertical Federated Unlearning via Backdoor Certification | Dec 16, 2024 | Federated LearningVertical Federated Learning | CodeCode Available | 0 | 5 |
| URVFL: Undetectable Data Reconstruction Attack on Vertical Federated Learning | Apr 30, 2024 | Federated LearningReconstruction Attack | CodeCode Available | 0 | 5 |
| Label Inference Attack against Split Learning under Regression Setting | Jan 18, 2023 | Federated LearningInference Attack | CodeCode Available | 0 | 5 |
| Constructing Adversarial Examples for Vertical Federated Learning: Optimal Client Corruption through Multi-Armed Bandit | May 7, 2024 | Federated LearningThompson Sampling | CodeCode Available | 0 | 5 |
| Improving Privacy-Preserving Vertical Federated Learning by Efficient Communication with ADMM | Jul 20, 2022 | DenoisingFederated Learning | CodeCode Available | 0 | 5 |
| Achieving Model Fairness in Vertical Federated Learning | Sep 17, 2021 | BIG-bench Machine LearningFairness | CodeCode Available | 0 | 5 |
| Communication-efficient Vertical Federated Learning via Compressed Error Feedback | Jun 20, 2024 | Federated LearningVertical Federated Learning | CodeCode Available | 0 | 5 |
| Just a Simple Transformation is Enough for Data Protection in Vertical Federated Learning | Dec 16, 2024 | Federated LearningPrivacy Preserving Deep Learning | CodeCode Available | 0 | 5 |
| FedCVT: Semi-supervised Vertical Federated Learning with Cross-view Training | Aug 25, 2020 | Federated LearningRepresentation Learning | CodeCode Available | 0 | 5 |
| Flexible Differentially Private Vertical Federated Learning with Adaptive Feature Embeddings | Jul 26, 2023 | Federated LearningVertical Federated Learning | 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 |
| FairVFL: A Fair Vertical Federated Learning Framework with Contrastive Adversarial Learning | Jun 7, 2022 | FairnessFederated Learning | CodeCode Available | 0 | 5 |
| Feature Reconstruction Attacks and Countermeasures of DNN training in Vertical Federated Learning | Oct 13, 2022 | Federated LearningReconstruction Attack | CodeCode Available | 0 | 5 |
| Efficient Vertical Federated Learning Method for Ridge Regression of Large-Scale Samples via Least-Squares Solution | Oct 26, 2022 | Data IntegrationFederated Learning | CodeCode Available | 0 | 5 |
| Constructing Adversarial Examples for Vertical Federated Learning: Optimal Client Corruption through Multi-Armed Bandit | Aug 8, 2024 | Federated LearningThompson Sampling | CodeCode Available | 0 | 5 |
| Federated Machine Learning: Concept and Applications | Feb 13, 2019 | BIG-bench Machine LearningFederated 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 |
| Coresets for Vertical Federated Learning: Regularized Linear Regression and K-Means Clustering | Oct 26, 2022 | ClusteringFederated Learning | CodeCode Available | 0 | 5 |
| Label Privacy in Split Learning for Large Models with Parameter-Efficient Training | Dec 21, 2024 | Federated Learningparameter-efficient fine-tuning | CodeCode Available | 0 | 5 |
| A Vertical Federated Learning Method for Interpretable Scorecard and Its Application in Credit Scoring | Sep 14, 2020 | Federated LearningManagement | —Unverified | 0 | 0 |
| A Vertical Federated Learning Framework for Graph Convolutional Network | Jun 22, 2021 | Federated LearningGraph Neural Network | —Unverified | 0 | 0 |
| A Vertical Federated Learning Framework for Horizontally Partitioned Labels | Jun 18, 2021 | Federated LearningVertical Federated Learning | —Unverified | 0 | 0 |
| ADI: Adversarial Dominating Inputs in Vertical Federated Learning Systems | Jan 8, 2022 | Federated LearningPrivacy Preserving | —Unverified | 0 | 0 |
