| 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 |
