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Papers
AEFGL: Reverse Auction and Value Evaluation-Based Federated Graph Learning Incentive Mechanism (Student Abstract)
AAAI 2026
Causality-inspired Federated Learning for Dynamic Spatio-Temporal Graphs
AAAI 2026
FedSDR: Federated Graph Learning with Structural Noise Detection and Reconstruction
CVPR 2026
FedSkeleton: Secure Multi-Party Graph Skeleton Construction for Privacy-Preserving Federated Time-Series Forecasting
AAAI 2026
FedSST: Rethinking Fair Federated Graph Learning under Structural Shift
CVPR 2026
PAGE: A Unified Approach for Federated Graph Unlearning
AAAI 2026
Prior Refinement Is Better: Diffusion-Driven Graph Harmonization for Federated Graph Learning
AAAI 2026
Towards Robust Text-Attributed Federated Graph Learning: Multimodal Threats and Defense
AAAI 2026
S^2FGL: Spatial Spectral Federated Graph Learning
ICML 2025
EAGLES: Towards Effective, Efficient, and Economical Federated Graph Learning via Unified Sparsification
ICML 2025
Energy-based Backdoor Defense Against Federated Graph Learning
ICLR 2025
FedBG: Proactively Mitigating Bias in Cross-Domain Graph Federated Learning Using Background Data
IJCAI 2025
Federated Graph-Level Clustering Network
AAAI 2025
FedGOG: Federated Graph Out-of-Distribution Generalization with Diffusion Data Exploration and Latent Embedding Decorrelation
AAAI 2025
FedSPA: Generalizable Federated Graph Learning under Homophily Heterogeneity
CVPR 2025
GHOST: Generalizable One-Shot Federated Graph Learning with Proxy-Based Topology Knowledge Retention
ICML 2025
Rethinking Federated Graph Learning: A Data Condensation Perspective
IJCAI 2025
Virtual Nodes Can Help: Tackling Distribution Shifts in Federated Graph Learning
AAAI 2025
Federated Graph Learning for Cross-Domain Recommendation
NeurIPS 2024
Federated Graph Learning under Domain Shift with Generalizable Prototypes
AAAI 2024
FedGMark: Certifiably Robust Watermarking for Federated Graph Learning
NeurIPS 2024
FedSSP: Federated Graph Learning with Spectral Knowledge and Personalized Preference
NeurIPS 2024
Federated Graph Semantic and Structural Learning
IJCAI 2023
Federated Learning on Non-IID Graphs via Structural Knowledge Sharing
AAAI 2023