| 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 |
| ICAFS: Inter-Client-Aware Feature Selection for Vertical Federated Learning | Apr 15, 2025 | feature selectionFederated Learning | —Unverified | 0 |
| Tree-based Models for Vertical Federated Learning: A Survey | Apr 3, 2025 | Federated LearningSurvey | —Unverified | 0 |
| DPZV: Elevating the Tradeoff between Privacy and Utility in Zeroth-Order Vertical Federated Learning | Feb 27, 2025 | Federated LearningVertical Federated Learning | —Unverified | 0 |
| Forgetting Any Data at Any Time: A Theoretically Certified Unlearning Framework for Vertical Federated Learning | Feb 24, 2025 | Federated LearningMachine Unlearning | CodeCode Available | 0 |
| VFL-RPS: Relevant Participant Selection in Vertical Federated Learning | Feb 20, 2025 | Federated LearningVertical Federated Learning | —Unverified | 0 |
| Vertical Federated Continual Learning via Evolving Prototype Knowledge | Feb 13, 2025 | Continual LearningFederated Learning | —Unverified | 0 |
| Vertical Federated Learning in Practice: The Good, the Bad, and the Ugly | Feb 12, 2025 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Vertical Federated Learning for Failure-Cause Identification in Disaggregated Microwave Networks | Feb 5, 2025 | Federated LearningManagement | —Unverified | 0 |
| Federated Learning Strategies for Coordinated Beamforming in Multicell ISAC | Jan 28, 2025 | Federated LearningISAC | —Unverified | 0 |
| PBM-VFL: Vertical Federated Learning with Feature and Sample Privacy | Jan 23, 2025 | Federated LearningVertical Federated Learning | —Unverified | 0 |
| Unlearning Clients, Features and Samples in Vertical Federated Learning | Jan 23, 2025 | Federated LearningInference Attack | —Unverified | 0 |
| Synesthesia of Machines (SoM)-Aided FDD Precoding with Sensing Heterogeneity: A Vertical Federated Learning Approach | Jan 19, 2025 | Federated LearningVertical Federated Learning | —Unverified | 0 |
| Cooperative Decentralized Backdoor Attacks on Vertical Federated Learning | Jan 16, 2025 | Backdoor AttackFederated Learning | —Unverified | 0 |
| Reliable Imputed-Sample Assisted Vertical Federated Learning | Jan 11, 2025 | Federated LearningMissing Values | —Unverified | 0 |
| Denoising and Adaptive Online Vertical Federated Learning for Sequential Multi-Sensor Data in Industrial Internet of Things | Jan 3, 2025 | DenoisingFederated Learning | —Unverified | 0 |
| Label Privacy in Split Learning for Large Models with Parameter-Efficient Training | Dec 21, 2024 | Federated Learningparameter-efficient fine-tuning | CodeCode Available | 0 |
| Just a Simple Transformation is Enough for Data Protection in Vertical Federated Learning | Dec 16, 2024 | Federated LearningPrivacy Preserving Deep Learning | CodeCode Available | 0 |
| Vertical Federated Unlearning via Backdoor Certification | Dec 16, 2024 | Federated LearningVertical Federated Learning | CodeCode Available | 0 |
| Query-Efficient Adversarial Attack Against Vertical Federated Graph Learning | Nov 5, 2024 | Adversarial AttackFederated Learning | CodeCode Available | 0 |
| A Study of Secure Algorithms for Vertical Federated Learning: Take Secure Logistic Regression as an Example | Oct 30, 2024 | Federated LearningVertical Federated Learning | —Unverified | 0 |
| Vertical Federated Learning with Missing Features During Training and Inference | Oct 29, 2024 | Federated LearningVertical Federated Learning | CodeCode Available | 0 |
| Towards Active Participant-Centric Vertical Federated Learning: Some Representations May Be All You Need | Oct 23, 2024 | AllFederated Learning | —Unverified | 0 |
| Deep Learning Aided Broadcast Codes with Feedback | Oct 22, 2024 | Deep LearningFederated Learning | —Unverified | 0 |
| A few-shot Label Unlearning in Vertical Federated Learning | Oct 14, 2024 | Computational EfficiencyFederated Learning | —Unverified | 0 |
| Training on Fake Labels: Mitigating Label Leakage in Split Learning via Secure Dimension Transformation | Oct 11, 2024 | Binary ClassificationFederated Learning | —Unverified | 0 |
