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conftrace_

federated graph learning

24 papers

FEDGL FGL

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