Federated Learning

Backdoor Attack on Vertical Federated Graph Neural Network Learning IJCAI 2025 Bad-PFL: Exploiting Backdoor Attacks against Personalized Federated Learning ICLR 2025 Beyond Federated Prototype Learning: Learnable Semantic Anchors with Hyperspherical Contrast for Domain-Skewed Data AAAI 2025 Beyond Local Sharpness: Communication-Efficient Global Sharpness-aware Minimization for Federated Learning CVPR 2025 BlitzScale: Fast and Live Large Model Autoscaling with O(1) Host Caching OSDI 2025 Bounded Rationality Equilibrium Learning in Mean Field Games 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 Can Federated Learning Safeguard Private Data in LLM Training? Vulnerabilities, Attacks, and Defense Evaluation EMNLP 2025 Can Textual Gradient Work in Federated Learning? ICLR 2025 Capture Global Feature Statistics for One-Shot Federated Learning AAAI 2025 Class-Wise Federated Averaging for Efficient Personalization ICCV 2025 Client Selection for Federated Policy Optimization with Environment Heterogeneity JMLR 2025 Closed-Form Merging of Parameter-Efficient Modules for Federated Continual Learning ICLR 2025 Cluster Based Heterogeneous Federated Foundation Model Adaptation and Fine-Tuning AAAI 2025 Co-Dream: Collaborative Dream Synthesis over Decentralized Models AAAI 2025 Communication-Efficient Multi-Vehicle Collaborative Semantic Segmentation via Sparse 3D Gaussian Sharing ICCV 2025 Completing A Systematic Review in Hours instead of Months with Interactive AI Agents ACL 2025 ConFREE: Conflict-free Client Update Aggregation for Personalized Federated Learning AAAI 2025 Connecting Federated ADMM to Bayes ICLR 2025 Controlling Participation in Federated Learning with Feedback L4DC 2025 Convergence Analysis of Federated Learning Methods Using Backward Error Analysis AAAI 2025 CoPEFT: Fast Adaptation Framework for Multi-Agent Collaborative Perception with Parameter-Efficient Fine-Tuning AAAI 2025 Creating Coherence in Federated Non-Negative Matrix Factorization AAAI 2025 Cross-Domain Offline Policy Adaptation with Optimal Transport and Dataset Constraint ICLR 2025