| OpBoost: A Vertical Federated Tree Boosting Framework Based on Order-Preserving Desensitization | Oct 4, 2022 | Federated LearningPrivacy Preserving | CodeCode Available | 2 |
| VFLAIR: A Research Library and Benchmark for Vertical Federated Learning | Oct 15, 2023 | Federated LearningVertical Federated Learning | CodeCode Available | 1 |
| Interpret Federated Learning with Shapley Values | May 11, 2019 | Feature ImportanceFederated Learning | CodeCode Available | 1 |
| CAFE: Catastrophic Data Leakage in Vertical Federated Learning | Oct 26, 2021 | Federated LearningVertical Federated Learning | 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 |
| Practical Vertical Federated Learning with Unsupervised Representation Learning | Aug 13, 2022 | Federated LearningPrivacy Preserving | CodeCode Available | 1 |
| VertiBench: Advancing Feature Distribution Diversity in Vertical Federated Learning Benchmarks | Jul 5, 2023 | DiversityFeature Correlation | CodeCode Available | 1 |
| UniTrans: A Unified Vertical Federated Knowledge Transfer Framework for Enhancing Cross-Hospital Collaboration | Jan 20, 2025 | Federated LearningPrivacy Preserving | CodeCode Available | 1 |
| Vertical Federated Learning for Effectiveness, Security, Applicability: A Survey | May 25, 2024 | Federated LearningPrivacy Preserving | CodeCode Available | 1 |
| Catastrophic Data Leakage in Vertical Federated Learning | Dec 1, 2021 | Federated LearningVertical Federated Learning | CodeCode Available | 1 |
| Differentially Private Vertical Federated Clustering | Aug 2, 2022 | ClusteringFederated Learning | CodeCode Available | 1 |
| A Hybrid Self-Supervised Learning Framework for Vertical Federated Learning | Aug 18, 2022 | Federated LearningInference Attack | CodeCode Available | 1 |
| Federated Transformer: Multi-Party Vertical Federated Learning on Practical Fuzzily Linked Data | Oct 23, 2024 | Entity AlignmentFederated 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 |
| Feature Inference Attack on Model Predictions in Vertical Federated Learning | Oct 20, 2020 | Federated LearningInference Attack | CodeCode Available | 1 |
| Graph-Fraudster: Adversarial Attacks on Graph Neural Network Based Vertical Federated Learning | Oct 13, 2021 | Adversarial AttackFederated Learning | CodeCode Available | 1 |
| Label Inference Attacks Against Vertical Federated Learning | Oct 10, 2022 | 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 |
| VFLIP: A Backdoor Defense for Vertical Federated Learning via Identification and Purification | Aug 28, 2024 | Anomaly Detectionbackdoor defense | CodeCode Available | 1 |
| A Vertical Federated Learning Framework for Graph Convolutional Network | Jun 22, 2021 | Federated LearningGraph Neural Network | —Unverified | 0 |
| Large-Scale Secure XGB for Vertical Federated Learning | May 18, 2020 | BIG-bench Machine LearningFederated Learning | —Unverified | 0 |
| Deep Latent Variable Model based Vertical Federated Learning with Flexible Alignment and Labeling Scenarios | May 16, 2025 | Federated LearningVertical Federated Learning | —Unverified | 0 |
| Asymmetrical Vertical Federated Learning | Apr 16, 2020 | Federated LearningVertical Federated Learning | —Unverified | 0 |
| A GAN-based data poisoning framework against anomaly detection in vertical federated learning | Jan 17, 2024 | Anomaly DetectionData Poisoning | —Unverified | 0 |
| A Survey on Vertical Federated Learning: From a Layered Perspective | Apr 4, 2023 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| AsySQN: Faster Vertical Federated Learning Algorithms with Better Computation Resource Utilization | Sep 26, 2021 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| ADI: Adversarial Dominating Inputs in Vertical Federated Learning Systems | Jan 8, 2022 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| A Vertical Federated Learning Framework for Horizontally Partitioned Labels | Jun 18, 2021 | Federated LearningVertical Federated Learning | —Unverified | 0 |
| Active-Passive Federated Learning for Vertically Partitioned Multi-view Data | Sep 6, 2024 | Federated LearningVertical Federated Learning | —Unverified | 0 |
| A Vertical Federated Learning Method for Interpretable Scorecard and Its Application in Credit Scoring | Sep 14, 2020 | Federated LearningManagement | —Unverified | 0 |
| Desirable Companion for Vertical Federated Learning: New Zeroth-Order Gradient Based Algorithm | Mar 19, 2022 | Federated LearningVertical Federated Learning | —Unverified | 0 |
| De-VertiFL: A Solution for Decentralized Vertical Federated Learning | Oct 8, 2024 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Differentially Private AUC Computation in Vertical Federated Learning | May 24, 2022 | Federated LearningVertical Federated Learning | —Unverified | 0 |
| Defending against Reconstruction Attack in Vertical Federated Learning | Jul 21, 2021 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| A few-shot Label Unlearning in Vertical Federated Learning | Oct 14, 2024 | Computational EfficiencyFederated Learning | —Unverified | 0 |
| Batch Label Inference and Replacement Attacks in Black-Boxed Vertical Federated Learning | Dec 10, 2021 | Federated LearningInference Attack | —Unverified | 0 |
| Random Client Selection on Contrastive Federated Learning for Tabular Data | May 16, 2025 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Compressed-VFL: Communication-Efficient Learning with Vertically Partitioned Data | Jun 16, 2022 | Federated LearningQuantization | —Unverified | 0 |
| A Novel Framework of Horizontal-Vertical Hybrid Federated Learning for EdgeIoT | Oct 2, 2024 | Edge-computingFederated Learning | —Unverified | 0 |
| A Federated Learning Framework for Smart Grids: Securing Power Traces in Collaborative Learning | Mar 22, 2021 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Computation and Communication Efficient Lightweighting Vertical Federated Learning for Smart Building IoT | Mar 30, 2024 | Computational EfficiencyFederated Learning | —Unverified | 0 |
| A Quasi-Newton Method Based Vertical Federated Learning Framework for Logistic Regression | Dec 1, 2019 | Federated Learningregression | —Unverified | 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 |
| Cooperative Decentralized Backdoor Attacks on Vertical Federated Learning | Jan 16, 2025 | Backdoor AttackFederated Learning | —Unverified | 0 |
| A Survey of Privacy Threats and Defense in Vertical Federated Learning: From Model Life Cycle Perspective | Feb 6, 2024 | Federated LearningSurvey | —Unverified | 0 |
| Cross-Modal Vertical Federated Learning for MRI Reconstruction | Jun 5, 2023 | DisentanglementFederated Learning | —Unverified | 0 |
| Data Valuation for Vertical Federated Learning: A Model-free and Privacy-preserving Method | Dec 15, 2021 | Data ValuationFederated Learning | —Unverified | 0 |
| Decoupled Vertical Federated Learning for Practical Training on Vertically Partitioned Data | Mar 6, 2024 | Federated LearningVertical Federated Learning | —Unverified | 0 |
| Deep Learning Aided Broadcast Codes with Feedback | Oct 22, 2024 | Deep LearningFederated Learning | —Unverified | 0 |
| TreeCSS: An Efficient Framework for Vertical Federated Learning | Aug 3, 2024 | ClusteringFederated Learning | —Unverified | 0 |
