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

FedSDWC: Federated Synergistic Dual-Representation Weak Causal Learning for OOD AAAI 2026

Generalizable Heterogeneity-aware Federated Feature and Basic-matrix Consistency Learning AAAI 2026

Communication-Efficient Heterogeneous Federated Learning with Sparse Prototypes in Resource-Constrained Environments AAAI 2026

Personalized Federated Graph-Level Clustering Network AAAI 2026

Causally-Aware Attribute Completion for Incomplete Federated Graph Clustering AAAI 2026

Feature-Aware One-Shot Federated Learning via Hierarchical Token Sequences AAAI 2026

DA-DFGAS:Differentiable Federated Graph Neural Architecture Search with Distribution-Aware Attentive Aggregation AAAI 2026

CoRe-Fed: Bridging Collaborative and Representation Fairness via Federated Embedding Distillation AAAI 2026

OPTION: An Online Pricing Strategy for Asynchronous Federated Learning Against Free-Riding Attacks AAAI 2026

A Unified Convergence Analysis for Semi-Decentralized Learning: Sampled-to-Sampled vs. Sampled-to-All Communication AAAI 2026

DoBlock: Blocking Malicious Association Propagation for Backdoor-Robust Federated Learning Under Domain Skew AAAI 2026

Federated CLIP for Resource-Efficient Heterogeneous Medical Image Classification AAAI 2026

OursFed: Provable Group Fairness-Aware Federated Learning Against Distrust and Fragility AAAI 2026

Gradient Inversion Attacks on Parameter-Efficient Fine-Tuning CVPR 2025

dFLMoE: Decentralized Federated Learning via Mixture of Experts for Medical Data Analysis CVPR 2025

Population Normalization for Federated Learning CVPR 2025

MFL-Owner: Ownership Protection for Multi-modal Federated Learning via Orthogonal Transform Watermark AAAI 2025

FAST: A Lightweight Mechanism Unleashing Arbitrary Client Participation in Federated Learning IJCAI 2025

FedCALM: Conflict-aware Layer-wise Mitigation for Selective Aggregation in Deeper Personalized Federated Learning CVPR 2025

A Simple Data Augmentation for Feature Distribution Skewed Federated Learning CVPR 2025

Federated Foundation Models on Heterogeneous Time Series AAAI 2025

Defending Against Sophisticated Poisoning Attacks with RL-based Aggregation in Federated Learning AAAI 2025

Generating Synthetic Data for Unsupervised Federated Learning of Cross-Modal Retrieval AAAI 2025

FedAA: A Reinforcement Learning Perspective on Adaptive Aggregation for Fair and Robust Federated Learning AAAI 2025

Federated Multi-view Graph Clustering with Incomplete Attribute Imputation IJCAI 2025