Federated Learning

Towards Robust Text-Attributed Federated Graph Learning: Multimodal Threats and Defense AAAI 2026 TransFR: Transferable Federated Recommendation with Adapter Tuning on Pre-trained Language Models AAAI 2026 Unified Alignment Protocol: Making Sense of the Unlabeled Data in New Domains WACV 2026 UniVarFL: Uniformity and Variance Regularized Federated Learning for Heterogeneous Data (Student Abstract) AAAI 2026 Unlocking Dynamic Inter-Client Spatial Dependencies: A Federated Spatio-temporal Graph Learning Method for Traffic Flow Forecasting AAAI 2026 Achieving Byzantine-Resilient Federated Learning via Layer-Adaptive Sparsified Model Aggregation WACV 2025 Adaptive Client Sampling in Federated Learning via Online Learning with Bandit Feedback JMLR 2025 Adaptive Gradient Clipping for Robust Federated Learning ICLR 2025 AdaptPFL: Unlocking Cross-Device Palmprint Recognition via Adaptive Personalized Federated Learning with Feature Decoupling IJCAI 2025 ADPFedGNN: Adaptive Decoupling Personalized Federated Graph Neural Network IJCAI 2025 A Federated Approach to Few-Shot Hate Speech Detection for Marginalized Communities EMNLP 2025 AFL: A Single-Round Analytic Approach for Federated Learning with Pre-trained Models CVPR 2025 A Framework for Double-Blind Federated Adaptation of Foundation Models ICCV 2025 Agent-based Modeling Meets the Capability Approach for Human Development: Simulating Homelessness Policy-making IJCAI 2025 A High-Efficiency Federated Learning Method Using Complementary Pruning for D2D Communication (Student Abstract) AAAI 2025 AI Assistant for Socioeconomic Empowerment Using Federated Learning NAACL 2025 Amharic News Topic Classification: Dataset and Transformer-Based Model Benchmarks EMNLP 2025 An Efficient and Accurate Dynamic Sparse Training Framework Based on Parameter-Freezing AAAI 2025 An Empirical Study of Federated Prompt Learning for Vision Language Model IJCAI 2025 A New Federated Learning Framework Against Gradient Inversion Attacks AAAI 2025 An Optimal Transport-based Latent Mixer for Robust Multi-modal Learning AAAI 2025 Approximated Behavioral Metric-based State Projection for Federated Reinforcement Learning IJCAI 2025 A Simple Data Augmentation for Feature Distribution Skewed Federated Learning CVPR 2025 Asynchronous Federated Reinforcement Learning with Policy Gradient Updates: Algorithm Design and Convergence Analysis ICLR 2025 Attribute Inference Attacks for Federated Regression Tasks AAAI 2025