Federated Learning

An Optimal Algorithm for Strongly Convex Min-Min Optimization UAI 2025 An Optimal Transport-based Latent Mixer for Robust Multi-modal Learning AAAI 2025 A Simple Data Augmentation for Feature Distribution Skewed Federated Learning CVPR 2025 Asynchronous Federated Clustering with Unknown Number of Clusters AAAI 2025 Attribute Inference Attacks for Federated Regression Tasks AAAI 2025 Backdoor Attack on Vertical Federated Graph Neural Network Learning IJCAI 2025 Beyond Federated Prototype Learning: Learnable Semantic Anchors with Hyperspherical Contrast for Domain-Skewed Data AAAI 2025 BrainGuard: Privacy-Preserving Multisubject Image Reconstructions from Brain Activities AAAI 2025 Breaking Data Silos in Parkinson’s Disease Diagnosis: An Adaptive Federated Learning Approach for Privacy-Preserving Facial Expression Analysis AAAI 2025 Capture Global Feature Statistics for One-Shot Federated Learning AAAI 2025 Class-Wise Federated Averaging for Efficient Personalization ICCV 2025 Client2Vec: Improving Federated Learning by Distribution Shifts Aware Client Indexing ICCV 2025 Client Selection for Federated Policy Optimization with Environment Heterogeneity JMLR 2025 Co-Dream: Collaborative Dream Synthesis over Decentralized Models AAAI 2025 Communication-Efficient and Tensorized Federated Fine-Tuning of Large Language Models ACL 2025 Conformal Prediction for Federated Graph Neural Networks with Missing Neighbor Information UAI 2025 ConFREE: Conflict-free Client Update Aggregation for Personalized Federated Learning AAAI 2025 Convergence Analysis of Federated Learning Methods Using Backward Error Analysis AAAI 2025 Cooperative Pseudo Labeling for Unsupervised Federated Classification ICCV 2025 Creating Coherence in Federated Non-Negative Matrix Factorization AAAI 2025 CSAHFL:Clustered Semi-Asynchronous Hierarchical Federated Learning for Dual-layer Non-IID in Heterogeneous Edge Computing Networks IJCAI 2025 Cutting Through Privacy: A Hyperplane-Based Data Reconstruction Attack in Federated Learning UAI 2025 Data Poisoning Attack Defense and Evolutionary Domain Adaptation for Federated Medical Image Segmentation IJCAI 2025 DCHM: Dynamic Collaboration of Heterogeneous Models Through Isomerism Learning in a Blockchain-Powered Federated Learning Framework AAAI 2025 Decentralized Diffusion Models CVPR 2025