{"total":17,"rows":[{"id":"2211.12814","title":"Vertical Federated Learning: Concepts, Advances and Challenges","created":"2022-11-23","cited_by_count":108,"area":null},{"id":"2202.07256","title":"Federated Graph Neural Networks: Overview, Techniques and Challenges","created":"2022-02-15","cited_by_count":52,"area":null},{"id":"2304.01829","title":"A Survey on Vertical Federated Learning: From a Layered Perspective","created":"2023-04-04","cited_by_count":30,"area":null},{"id":"2207.11812","title":"Federated Graph Machine Learning: A Survey of Concepts, Techniques, and Applications","created":"2022-07-24","cited_by_count":14,"area":null},{"id":"2405.17495","title":"Vertical Federated Learning for Effectiveness, Security, Applicability: A Survey","created":"2024-05-25","cited_by_count":14,"area":null},{"id":"2405.11034","title":"Safety in Graph Machine Learning: Threats and Safeguards","created":"2024-05-17","cited_by_count":11,"area":null},{"id":"2302.01550","title":"Vertical Federated Learning: Taxonomies, Threats, and Prospects","created":"2023-02-03","cited_by_count":8,"area":null},{"id":"2304.11432","title":"Universal Adversarial Backdoor Attacks to Fool Vertical Federated Learning in Cloud-Edge Collaboration","created":"2023-04-22","cited_by_count":6,"area":null},{"id":"2306.10351","title":"Bkd-FedGNN: A Benchmark for Classification Backdoor Attacks on Federated Graph Neural Network","created":"2023-06-17","cited_by_count":4,"area":null},{"id":"2407.15320","title":"Edge Graph Intelligence: Reciprocally Empowering Edge Networks with Graph Intelligence","created":"2024-07-07","cited_by_count":3,"area":null},{"id":"2508.19641","title":"Intellectual Property in Graph-Based Machine Learning as a Service: Attacks and Defenses","created":"2025-08-27","cited_by_count":3,"area":null},{"id":"2308.02465","title":"Label Inference Attacks against Node-level Vertical Federated GNNs","created":"2023-08-04","cited_by_count":1,"area":null},{"id":"2410.11290","title":"Backdoor Attack on Vertical Federated Graph Neural Network Learning","created":"2024-10-15","cited_by_count":1,"area":null},{"id":"2502.16793","title":"VGFL-SA: Vertical Graph Federated Learning Structure Attack Based on Contrastive Learning","created":"2025-02-24","cited_by_count":1,"area":null},{"id":"2602.20593","title":"Is the Trigger Essential? A Feature-Based Triggerless Backdoor Attack in Vertical Federated Learning","created":"2026-02-24","cited_by_count":1,"area":null},{"id":"2407.11085","title":"SpreadFGL: Edge-Client Collaborative Federated Graph Learning with Adaptive Neighbor Generation","created":"2024-07-14","cited_by_count":0,"area":null},{"id":"2411.02809","title":"Query-Efficient Adversarial Attack Against Vertical Federated Graph Learning","created":"2024-11-05","cited_by_count":0,"area":null}],"next_cursor":null}