| Data Valuation for Vertical Federated Learning: A Model-free and Privacy-preserving Method | Dec 15, 2021 | Data ValuationFederated Learning | —Unverified | 0 |
| Batch Label Inference and Replacement Attacks in Black-Boxed Vertical Federated Learning | Dec 10, 2021 | Federated LearningInference Attack | —Unverified | 0 |
| Efficient Batch Homomorphic Encryption for Vertically Federated XGBoost | Dec 8, 2021 | Federated LearningQuantization | —Unverified | 0 |
| Catastrophic Data Leakage in Vertical Federated Learning | Dec 1, 2021 | Federated LearningVertical Federated Learning | CodeCode Available | 1 |
| ExPLoit: Extracting Private Labels in Split Learning | Nov 25, 2021 | Federated LearningImage Classification | —Unverified | 0 |
| Privacy-preserving Federated Adversarial Domain Adaption over Feature Groups for Interpretability | Nov 22, 2021 | Domain AdaptationFederated Learning | —Unverified | 0 |
| A Vertical Federated Learning Method For Multi-Institutional Credit Scoring: MICS | Nov 17, 2021 | Federated LearningVertical Federated Learning | —Unverified | 0 |
| DVFL: A Vertical Federated Learning Method for Dynamic Data | Nov 5, 2021 | Federated LearningKnowledge Distillation | —Unverified | 0 |
| CAFE: Catastrophic Data Leakage in Vertical Federated Learning | Oct 26, 2021 | Federated LearningVertical Federated Learning | CodeCode Available | 1 |
| SecureBoost+: Large Scale and High-Performance Vertical Federated Gradient Boosting Decision Tree | Oct 21, 2021 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Graph-Fraudster: Adversarial Attacks on Graph Neural Network Based Vertical Federated Learning | Oct 13, 2021 | Adversarial AttackFederated Learning | CodeCode Available | 1 |
| An Information-Theoretic Analysis of The Cost of Decentralization for Learning and Inference Under Privacy Constraints | Oct 11, 2021 | Federated LearningVertical Federated Learning | —Unverified | 0 |
| FEVERLESS: Fast and Secure Vertical Federated Learning based on XGBoost for Decentralized Labels | Sep 29, 2021 | Federated LearningVertical Federated Learning | —Unverified | 0 |
| RVFR: Robust Vertical Federated Learning via Feature Subspace Recovery | Sep 29, 2021 | Federated LearningVertical Federated Learning | —Unverified | 0 |
| AsySQN: Faster Vertical Federated Learning Algorithms with Better Computation Resource Utilization | Sep 26, 2021 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Achieving Model Fairness in Vertical Federated Learning | Sep 17, 2021 | BIG-bench Machine LearningFairness | CodeCode Available | 0 |
| PIVODL: Privacy-preserving vertical federated learning over distributed labels | Aug 25, 2021 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Aegis: A Trusted, Automatic and Accurate Verification Framework for Vertical Federated Learning | Aug 16, 2021 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Defending against Reconstruction Attack in Vertical Federated Learning | Jul 21, 2021 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Fedlearn-Algo: A flexible open-source privacy-preserving machine learning platform | Jul 8, 2021 | BIG-bench Machine LearningBinary Classification | CodeCode Available | 1 |
| A Vertical Federated Learning Framework for Graph Convolutional Network | Jun 22, 2021 | Federated LearningGraph Neural Network | —Unverified | 0 |
| A Vertical Federated Learning Framework for Horizontally Partitioned Labels | Jun 18, 2021 | Federated LearningVertical Federated Learning | —Unverified | 0 |
| Federated Learning on Non-IID Data: A Survey | Jun 12, 2021 | BIG-bench Machine LearningFederated Learning | —Unverified | 0 |
| A Coupled Design of Exploiting Record Similarity for Practical Vertical Federated Learning | Jun 11, 2021 | Federated LearningVertical Federated Learning | CodeCode Available | 1 |
| Multi-VFL: A Vertical Federated Learning System for Multiple Data and Label Owners | Jun 10, 2021 | Federated LearningVertical Federated Learning | —Unverified | 0 |
| Vertical Federated Learning without Revealing Intersection Membership | Jun 10, 2021 | AllFederated Learning | —Unverified | 0 |
| Fed-EINI: An Efficient and Interpretable Inference Framework for Decision Tree Ensembles in Federated Learning | May 20, 2021 | BIG-bench Machine LearningFederated Learning | —Unverified | 0 |
| PyVertical: A Vertical Federated Learning Framework for Multi-headed SplitNN | Apr 1, 2021 | Federated LearningVertical Federated Learning | CodeCode Available | 1 |
| A Federated Learning Framework for Smart Grids: Securing Power Traces in Collaborative Learning | Mar 22, 2021 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Secure Bilevel Asynchronous Vertical Federated Learning with Backward Updating | Mar 1, 2021 | Federated LearningVertical Federated Learning | —Unverified | 0 |
| Self-supervised Cross-silo Federated Neural Architecture Search | Jan 28, 2021 | Federated LearningNeural Architecture Search | —Unverified | 0 |
| Vertical federated learning based on DFP and BFGS | Jan 23, 2021 | Federated Learningregression | —Unverified | 0 |
| Federated Learning for Spoken Language Understanding | Dec 1, 2020 | Federated LearningIntent Detection | —Unverified | 0 |
| Feature Inference Attack on Model Predictions in Vertical Federated Learning | Oct 20, 2020 | Federated LearningInference Attack | CodeCode Available | 1 |
| A Vertical Federated Learning Method for Interpretable Scorecard and Its Application in Credit Scoring | Sep 14, 2020 | Federated LearningManagement | —Unverified | 0 |
| Hybrid Differentially Private Federated Learning on Vertically Partitioned Data | Sep 6, 2020 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| FedCVT: Semi-supervised Vertical Federated Learning with Cross-view Training | Aug 25, 2020 | Federated LearningRepresentation Learning | CodeCode Available | 0 |
| Privacy Preserving Vertical Federated Learning for Tree-based Models | Aug 14, 2020 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Large-Scale Secure XGB for Vertical Federated Learning | May 18, 2020 | BIG-bench Machine LearningFederated Learning | —Unverified | 0 |
| Asymmetrical Vertical Federated Learning | Apr 16, 2020 | Federated LearningVertical Federated Learning | —Unverified | 0 |
| Multi-Participant Multi-Class Vertical Federated Learning | Jan 30, 2020 | feature selectionFederated Learning | —Unverified | 0 |
| A Quasi-Newton Method Based Vertical Federated Learning Framework for Logistic Regression | Dec 1, 2019 | Federated Learningregression | —Unverified | 0 |
| Parallel Distributed Logistic Regression for Vertical Federated Learning without Third-Party Coordinator | Nov 22, 2019 | Federated Learningregression | —Unverified | 0 |
| Interpret Federated Learning with Shapley Values | May 11, 2019 | Feature ImportanceFederated Learning | CodeCode Available | 1 |
| Federated Machine Learning: Concept and Applications | Feb 13, 2019 | BIG-bench Machine LearningFederated Learning | CodeCode Available | 0 |
