Federated Learning

FALCON: Adaptive Cross-Domain APT Attack Investigation with Federated Causal Learning UAI 2025 FAST: A Lightweight Mechanism Unleashing Arbitrary Client Participation in Federated Learning IJCAI 2025 FCOM: A Federated Collaborative Online Monitoring Framework via Representation Learning AAAI 2025 FDR-SVM: A Federated Distributionally Robust Support Vector Machine via a Mixture of Wasserstein Balls Ambiguity Set UAI 2025 FedAA: A Reinforcement Learning Perspective on Adaptive Aggregation for Fair and Robust Federated Learning AAAI 2025 FedAGC: Federated Continual Learning with Asymmetric Gradient Correction ICCV 2025 FedAPA: Server-side Gradient-Based Adaptive Personalized Aggregation for Federated Learning on Heterogeneous Data IJCAI 2025 FedAWA: Adaptive Optimization of Aggregation Weights in Federated Learning Using Client Vectors CVPR 2025 FedBG: Proactively Mitigating Bias in Cross-Domain Graph Federated Learning Using Background Data IJCAI 2025 FedCALM: Conflict-aware Layer-wise Mitigation for Selective Aggregation in Deeper Personalized Federated Learning CVPR 2025 FedCFA: Alleviating Simpson’s Paradox in Model Aggregation with Counterfactual Federated Learning AAAI 2025 FeDCM: Federated Learning of Deep Causal Generative Models UAI 2025 FedCPD:Personalized Federated Learning with Prototype-Enhanced Representation and Memory Distillation IJCAI 2025 FedCross: Intertemporal Federated Learning Under Evolutionary Games AAAI 2025 FedCS: Coreset Selection for Federated Learning CVPR 2025 Fed-DFA: Federated Distillation for Heterogeneous Model Fusion Through the Adversarial Lens AAAI 2025 FedDifRC: Unlocking the Potential of Text-to-Image Diffusion Models in Heterogeneous Federated Learning ICCV 2025 FedDLAD: A Federated Learning Dual-Layer Anomaly Detection Framework for Enhancing Resilience Against Backdoor Attacks IJCAI 2025 FedDQC: Data Quality Control in Federated Instruction-tuning of Large Language Models ACL 2025 Federated Binary Matrix Factorization Using Proximal Optimization AAAI 2025 Federated Causally Invariant Feature Learning AAAI 2025 Federated Class-Heterogeneous Report Labeling with Surgical Aggregation MIDL 2025 Federated Continual Instruction Tuning ICCV 2025 Federated Continuous Category Discovery and Learning ICCV 2025 Federated Domain Generalization with Decision Insight Matrix IJCAI 2025