| A Survey on Vertical Federated Learning: From a Layered Perspective | Apr 4, 2023 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Robust and IP-Protecting Vertical Federated Learning against Unexpected Quitting of Parties | Mar 28, 2023 | Federated LearningVertical Federated Learning | —Unverified | 0 |
| Communication-Efficient Vertical Federated Learning with Limited Overlapping Samples | Mar 28, 2023 | Federated LearningVertical Federated Learning | —Unverified | 0 |
| GLASU: A Communication-Efficient Algorithm for Federated Learning with Vertically Distributed Graph Data | Mar 16, 2023 | Federated LearningGraph Neural Network | CodeCode Available | 0 |
| FedSDG-FS: Efficient and Secure Feature Selection for Vertical Federated Learning | Feb 21, 2023 | Feature Importancefeature selection | —Unverified | 0 |
| Privacy Against Agnostic Inference Attacks in Vertical Federated Learning | Feb 10, 2023 | Federated LearningInference Attack | —Unverified | 0 |
| GAN-based Vertical Federated Learning for Label Protection in Binary Classification | Feb 4, 2023 | Binary ClassificationFederated Learning | —Unverified | 0 |
| GTV: Generating Tabular Data via Vertical Federated Learning | Feb 3, 2023 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Vertical Federated Learning: Taxonomies, Threats, and Prospects | Feb 3, 2023 | Federated LearningVertical Federated Learning | —Unverified | 0 |
| FedPass: Privacy-Preserving Vertical Federated Deep Learning with Adaptive Obfuscation | Jan 30, 2023 | Deep LearningFederated Learning | —Unverified | 0 |
| Label Inference Attack against Split Learning under Regression Setting | Jan 18, 2023 | Federated LearningInference Attack | CodeCode Available | 0 |
| Mutual Information Regularization for Vertical Federated Learning | Jan 1, 2023 | Federated LearningVertical Federated Learning | —Unverified | 0 |
| HashVFL: Defending Against Data Reconstruction Attacks in Vertical Federated Learning | Dec 1, 2022 | Federated LearningReconstruction Attack | —Unverified | 0 |
| Hijack Vertical Federated Learning Models As One Party | Dec 1, 2022 | Federated LearningVertical Federated Learning | —Unverified | 0 |
| Vertical Federated Learning: A Structured Literature Review | Dec 1, 2022 | Federated LearningVertical Federated Learning | —Unverified | 0 |
| Vertical Federated Learning: Concepts, Advances and Challenges | Nov 23, 2022 | FairnessFederated Learning | —Unverified | 0 |
| Differentially Private Vertical Federated Learning | Nov 13, 2022 | Federated LearningVertical Federated Learning | —Unverified | 0 |
| 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 |
| Coresets for Vertical Federated Learning: Regularized Linear Regression and K-Means Clustering | Oct 26, 2022 | ClusteringFederated Learning | CodeCode Available | 0 |
| Analyzing the Robustness of Decentralized Horizontal and Vertical Federated Learning Architectures in a Non-IID Scenario | Oct 20, 2022 | Data PoisoningFederated Learning | —Unverified | 0 |
| Feature Reconstruction Attacks and Countermeasures of DNN training in Vertical Federated Learning | Oct 13, 2022 | Federated LearningReconstruction Attack | CodeCode Available | 0 |
| Label Inference Attacks Against Vertical Federated Learning | Oct 10, 2022 | Federated LearningVertical Federated Learning | CodeCode Available | 1 |
| OpBoost: A Vertical Federated Tree Boosting Framework Based on Order-Preserving Desensitization | Oct 4, 2022 | Federated LearningPrivacy Preserving | CodeCode Available | 2 |
| Vertical Semi-Federated Learning for Efficient Online Advertising | Sep 30, 2022 | Federated LearningVertical Federated Learning | —Unverified | 0 |
| A Framework for Evaluating Privacy-Utility Trade-off in Vertical Federated Learning | Sep 8, 2022 | Federated LearningPrivacy Preserving | CodeCode Available | 0 |
| Trading Off Privacy, Utility and Efficiency in Federated Learning | Sep 1, 2022 | Federated LearningVertical Federated Learning | —Unverified | 0 |
| 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 |
| Low-Latency Cooperative Spectrum Sensing via Truncated Vertical Federated Learning | Aug 7, 2022 | Federated LearningScheduling | —Unverified | 0 |
| Differentially Private Vertical Federated Clustering | Aug 2, 2022 | ClusteringFederated Learning | CodeCode Available | 1 |
| Towards Communication-efficient Vertical Federated Learning Training via Cache-enabled Local Updates | Jul 29, 2022 | Federated LearningVertical Federated Learning | —Unverified | 0 |
| Privacy Against Inference Attacks in Vertical Federated Learning | Jul 24, 2022 | Federated LearningInference Attack | —Unverified | 0 |
| Improving Privacy-Preserving Vertical Federated Learning by Efficient Communication with ADMM | Jul 20, 2022 | DenoisingFederated Learning | CodeCode Available | 0 |
| Is Vertical Logistic Regression Privacy-Preserving? A Comprehensive Privacy Analysis and Beyond | Jul 19, 2022 | Federated LearningPhilosophy | —Unverified | 0 |
| Secure Forward Aggregation for Vertical Federated Neural Networks | Jun 28, 2022 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| BlindFL: Vertical Federated Machine Learning without Peeking into Your Data | Jun 16, 2022 | BIG-bench Machine LearningFederated Learning | —Unverified | 0 |
| Compressed-VFL: Communication-Efficient Learning with Vertically Partitioned Data | Jun 16, 2022 | Federated LearningQuantization | —Unverified | 0 |
| FairVFL: A Fair Vertical Federated Learning Framework with Contrastive Adversarial Learning | Jun 7, 2022 | FairnessFederated Learning | CodeCode Available | 0 |
| FadMan: Federated Anomaly Detection across Multiple Attributed Networks | May 27, 2022 | Anomaly DetectionData Integration | —Unverified | 0 |
| Differentially Private AUC Computation in Vertical Federated Learning | May 24, 2022 | Federated LearningVertical Federated Learning | —Unverified | 0 |
| FedGBF: An efficient vertical federated learning framework via gradient boosting and bagging | Apr 3, 2022 | Federated LearningVertical Federated Learning | —Unverified | 0 |
| Desirable Companion for Vertical Federated Learning: New Zeroth-Order Gradient Based Algorithm | Mar 19, 2022 | Federated LearningVertical Federated Learning | —Unverified | 0 |
| Label Leakage and Protection from Forward Embedding in Vertical Federated Learning | Mar 2, 2022 | Federated LearningVertical Federated Learning | —Unverified | 0 |
| When BERT Meets Quantum Temporal Convolution Learning for Text Classification in Heterogeneous Computing | Feb 17, 2022 | ClassificationCPU | —Unverified | 0 |
| Game of Privacy: Towards Better Federated Platform Collaboration under Privacy Restriction | Feb 10, 2022 | Federated LearningVertical Federated Learning | —Unverified | 0 |
| Vertical Federated Learning: Challenges, Methodologies and Experiments | Feb 9, 2022 | Federated LearningVertical Federated Learning | —Unverified | 0 |
| EFMVFL: An Efficient and Flexible Multi-party Vertical Federated Learning without a Third Party | Jan 17, 2022 | Federated Learningregression | —Unverified | 0 |
| A Fair and Efficient Hybrid Federated Learning Framework based on XGBoost for Distributed Power Prediction | Jan 8, 2022 | FairnessFederated Learning | —Unverified | 0 |
| ADI: Adversarial Dominating Inputs in Vertical Federated Learning Systems | Jan 8, 2022 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Fair and efficient contribution valuation for vertical federated learning | Jan 7, 2022 | FairnessFederated Learning | —Unverified | 0 |
