Federated Learning

Fortifying Federated Learning Towards Trustworthiness via Auditable Data Valuation and Verifiable Client Contribution CVPR 2025 Frequentist Guarantees of Distributed (Non)-Bayesian Inference JMLR 2025 FroM: Frobenius Norm-Based Data-Free Adaptive Model Merging EMNLP 2025 GAS: Generative Activation-Aided Asynchronous Split Federated Learning AAAI 2025 Generating Synthetic Data for Unsupervised Federated Learning of Cross-Modal Retrieval AAAI 2025 Generic Adversarial Attack Framework Against Vertical Federated Learning IJCAI 2025 Geometric Knowledge-Guided Localized Global Distribution Alignment for Federated Learning CVPR 2025 Gradient Inversion Attack in Federated Learning: Exposing Text Data through Discrete Optimization COLING 2025 Gradient Inversion Attacks on Parameter-Efficient Fine-Tuning CVPR 2025 HaCore: Efficient Coreset Construction with Locality Sensitive Hashing for Vertical Federated Learning AAAI 2025 Handling Spatial-Temporal Data Heterogeneity for Federated Continual Learning via Tail Anchor CVPR 2025 Heterogeneous Federated Learning with Scalable Server Mixture-of-Experts IJCAI 2025 Heterogeneous Multi-Agent Bandits with Parsimonious Hints AAAI 2025 Hot-pluggable Federated Learning: Bridging General and Personalized FL via Dynamic Selection ICLR 2025 How Does the Smoothness Approximation Method Facilitate Generalization for Federated Adversarial Learning? AAAI 2025 Hypernetwork Aggregation for Decentralized Personalized Federated Learning IJCAI 2025 IBAS:Imperceptible Backdoor Attacks in Split Learning with Limited Information AAAI 2025 Identify Backdoored Model in Federated Learning via Individual Unlearning WACV 2025 Improving Federated Domain Generalization Through Dynamical Weights Calculated from Data Influences on Global Model Update AAAI 2025 Incongruent Multimodal Federated Learning for Medical Vision and Language-based Multi-label Disease Detection AAAI 2025 Inconsistency-Based Federated Active Learning IJCAI 2025 In-depth Analysis of Low-rank Matrix Factorisation in a Federated Setting AAAI 2025 Infighting in the Dark: Multi-Label Backdoor Attack in Federated Learning CVPR 2025 INS: Interaction-aware Synthesis to Enhance Offline Multi-agent Reinforcement Learning ICLR 2025 IntrEx: A Dataset for Modeling Engagement in Educational Conversations EMNLP 2025