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federated learning

1320 papers

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Also known as

FL

Co-occurring keywords

distributed learning (563) communication efficiency (297) model aggregation (156) differential privacy (1010) knowledge distillation (3680) data heterogeneity (112) non-iid datum (109) privacy preservation (376) model compression (3283) distributed optimization (275)

Papers

Heterogeneous Federated Learning with Scalable Server Mixture-of-Experts IJCAI 2025
Rethinking the Starting Point: Collaborative Pre-Training for Federated Downstream Tasks AAAI 2025
FedAPA: Server-side Gradient-Based Adaptive Personalized Aggregation for Federated Learning on Heterogeneous Data IJCAI 2025
Federated Unsupervised Domain Generalization Using Global and Local Alignment of Gradients AAAI 2025
Federated Continuous Category Discovery and Learning ICCV 2025
When Cars Meet Drones: Hyperbolic Federated Learning for Source-Free Domain Adaptation in Adverse Weather WACV 2025
Federated Low-Rank Adaptation for Foundation Models: A Survey IJCAI 2025
One-shot Federated Learning Methods: A Practical Guide IJCAI 2025
FedWSQ: Efficient Federated Learning with Weight Standardization and Distribution-Aware Non-Uniform Quantization ICCV 2025
FedCPD:Personalized Federated Learning with Prototype-Enhanced Representation and Memory Distillation IJCAI 2025
Where Does This Data Come From? Enhanced Source Inference Attacks in Federated Learning IJCAI 2025
An Empirical Study of Federated Prompt Learning for Vision Language Model IJCAI 2025
FedXDS: Leveraging Model Attribution Methods to counteract Data Heterogeneity in Federated Learning ICCV 2025
FedHB: Hierarchical Bayesian Federated Learning JMLR 2025
Sibai: A Few-Shot Meta-Classifier for Poisoning Detection in Federated Learning ICCV 2025
FCOM: A Federated Collaborative Online Monitoring Framework via Representation Learning AAAI 2025
Find a Scapegoat: Poisoning Membership Inference Attack and Defense to Federated Learning ICCV 2025
Beyond Mandatory Federations: Balancing Egoism, Utilitarianism and Egalitarianism in Mixed-Motive Games AAAI 2025
MFL-Owner: Ownership Protection for Multi-modal Federated Learning via Orthogonal Transform Watermark AAAI 2025
FedVLA: Federated Vision-Language-Action Learning with Dual Gating Mixture-of-Experts for Robotic Manipulation ICCV 2025
EFTViT: Efficient Federated Training of Vision Transformers with Masked Images on Resource-Constrained Clients ICCV 2025
Secure On-Device Video OOD Detection Without Backpropagation ICCV 2025
Latte: Collaborative Test-Time Adaptation of Vision-Language Models in Federated Learning ICCV 2025
FedMVP: Federated Multimodal Visual Prompt Tuning for Vision-Language Models ICCV 2025
Federated Prompt-Tuning with Heterogeneous and Incomplete Multimodal Client Data ICCV 2025