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federated learning

1320 papers

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Also known as

FCL FGL FL FL OR NULL FEDMD FEDA AFL PPFL PFL FEDDG FHGL

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

FedAPA: Server-side Gradient-Based Adaptive Personalized Aggregation for Federated Learning on Heterogeneous Data IJCAI 2025
Fed-DFA: Federated Distillation for Heterogeneous Model Fusion Through the Adversarial Lens AAAI 2025
Incongruent Multimodal Federated Learning for Medical Vision and Language-based Multi-label Disease Detection AAAI 2025
Soft Separation and Distillation: Toward Global Uniformity in Federated Unsupervised Learning ICCV 2025
Cross-Silo Feature Space Alignment for Federated Learning on Clients with Imbalanced Data AAAI 2025
Cooperative Pseudo Labeling for Unsupervised Federated Classification ICCV 2025
Co-Dream: Collaborative Dream Synthesis over Decentralized Models AAAI 2025
Look Back for More: Harnessing Historical Sequential Updates for Personalized Federated Adapter Tuning AAAI 2025
Federated Continual Instruction Tuning ICCV 2025
Federated Unsupervised Domain Generalization Using Global and Local Alignment of Gradients AAAI 2025
Tackling Intertwined Data and Device Heterogeneities in Federated Learning with Unlimited Staleness AAAI 2025
Federated Learning with Heterogeneous LLMs: Integrating Small Student Client Models with a Large Hungry Model AAAI 2025
DR-Encoder: Encode Low-rank Gradients with Random Prior for Large Language Models Differentially Privately AAAI 2025
Exploit Gradient Skewness to Circumvent Byzantine Defenses for Federated Learning AAAI 2025
FedAGC: Federated Continual Learning with Asymmetric Gradient Correction ICCV 2025
FedDLAD: A Federated Learning Dual-Layer Anomaly Detection Framework for Enhancing Resilience Against Backdoor Attacks IJCAI 2025
pFedGPA: Diffusion-based Generative Parameter Aggregation for Personalized Federated Learning AAAI 2025
Data-Free Black-Box Federated Learning via Zeroth-Order Gradient Estimation AAAI 2025
Cluster Based Heterogeneous Federated Foundation Model Adaptation and Fine-Tuning AAAI 2025
Latte: Collaborative Test-Time Adaptation of Vision-Language Models in Federated Learning ICCV 2025
Federated Voxel Scene Graph for Intracranial Hemorrhage WACV 2025
Decentralized Diffusion Models CVPR 2025
Mind the Cost of Scaffold! Benign Clients May Even Become Accomplices of Backdoor Attack ICCV 2025
Model Poisoning Attacks to Federated Learning via Multi-Round Consistency CVPR 2025
PPC-GPT: Federated Task-Specific Compression of Large Language Models via Pruning and Chain-of-Thought Distillation EMNLP 2025