Deep Learning

Federated Learning with Feature Space Separation for Speaker Recognition Interspeech 2025 Federated Learning with Heterogeneous LLMs: Integrating Small Student Client Models with a Large Hungry Model AAAI 2025 Federated Learning with Sample-level Client Drift Mitigation AAAI 2025 Federated Low-Rank Adaptation for Foundation Models: A Survey IJCAI 2025 Federated Multi-view Graph Clustering with Incomplete Attribute Imputation IJCAI 2025 Federated Node-Level Clustering Network with Cross-Subgraph Link Mending ICML 2025 Federated Oriented Learning: A Practical One-Shot Personalized Federated Learning Framework ICML 2025 Federated Voxel Scene Graph for Intracranial Hemorrhage WACV 2025 Federated Weakly Supervised Video Anomaly Detection with Multimodal Prompt AAAI 2025 FedFSL-CFRD: Personalized Federated Few-Shot Learning with Collaborative Feature Representation Disentanglement AAAI 2025 FedGOG: Federated Graph Out-of-Distribution Generalization with Diffusion Data Exploration and Latent Embedding Decorrelation AAAI 2025 FedMeNF: Privacy-Preserving Federated Meta-Learning for Neural Fields ICCV 2025 FedMSGL: A Self-Expressive Hypergraph Based Federated Multi-View Learning AAAI 2025 FedMVP: Federated Multimodal Visual Prompt Tuning for Vision-Language Models ICCV 2025 FedPHA: Federated Prompt Learning for Heterogeneous Client Adaptation ICML 2025 FedPIA – Permuting and Integrating Adapters Leveraging Wasserstein Barycenters for Finetuning Foundation Models in Multi-Modal Federated Learning AAAI 2025 FedSA: A Unified Representation Learning via Semantic Anchors for Prototype-based Federated Learning AAAI 2025 FedSPA: Generalizable Federated Graph Learning under Homophily Heterogeneity CVPR 2025 FedSSI: Rehearsal-Free Continual Federated Learning with Synergistic Synaptic Intelligence ICML 2025 FedVCK: Non-IID Robust and Communication-Efficient Federated Learning via Valuable Condensed Knowledge for Medical Image Analysis AAAI 2025 FedVLA: Federated Vision-Language-Action Learning with Dual Gating Mixture-of-Experts for Robotic Manipulation ICCV 2025 Feedback Favors the Generalization of Neural ODEs ICLR 2025 Feedback Schrödinger Bridge Matching ICLR 2025 FeedEdit: Text-Based Image Editing with Dynamic Feedback Regulation CVPR 2025 Feedforward Few-shot Species Range Estimation ICML 2025