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Federated Learning

1355 directly classified papers

Papers per year

Papers

AdaptPFL: Unlocking Cross-Device Palmprint Recognition via Adaptive Personalized Federated Learning with Feature Decoupling IJCAI 2025
Mind the Cost of Scaffold! Benign Clients May Even Become Accomplices of Backdoor Attack ICCV 2025
FedSpaLLM: Federated Pruning of Large Language Models NAACL 2025
Mjölnir: Breaking the Shield of Perturbation-Protected Gradients via Adaptive Diffusion AAAI 2025
SADBA: Self-Adaptive Distributed Backdoor Attack Against Federated Learning AAAI 2025
Towards Federated Low-Rank Adaptation of Language Models with Rank Heterogeneity NAACL 2025
Federated Incremental Named Entity Recognition COLING 2025
Beyond Federated Prototype Learning: Learnable Semantic Anchors with Hyperspherical Contrast for Domain-Skewed Data AAAI 2025
FedCSR: A Federated Framework for Multi-Platform Cross-Domain Sequential Recommendation with Dual Contrastive Learning COLING 2025
AI Assistant for Socioeconomic Empowerment Using Federated Learning NAACL 2025
Federated Low-Rank Adaptation for Foundation Models: A Survey IJCAI 2025
FedCPD:Personalized Federated Learning with Prototype-Enhanced Representation and Memory Distillation IJCAI 2025
Virtual Nodes Can Help: Tackling Distribution Shifts in Federated Graph Learning AAAI 2025
MLLM-LLaVA-FL: Multimodal Large Language Model Assisted Federated Learning WACV 2025
ADPFedGNN: Adaptive Decoupling Personalized Federated Graph Neural Network IJCAI 2025
An Empirical Study of Federated Prompt Learning for Vision Language Model IJCAI 2025
Federated Learning at the Forefront of Fairness: A Multifaceted Perspective IJCAI 2025
Predicting Event Memorability using Personalized Federated Learning WACV 2025
Federated Domain Generalization with Decision Insight Matrix IJCAI 2025
FAST: A Lightweight Mechanism Unleashing Arbitrary Client Participation in Federated Learning IJCAI 2025
Feasibility of Federated Learning from Client Databases with Different Brain Diseases and MRI Modalities WACV 2025
Navigating Heterogeneity and Privacy in One-Shot Federated Learning with Diffusion Models WACV 2025
Federated Multi-view Graph Clustering with Incomplete Attribute Imputation IJCAI 2025
FedDLAD: A Federated Learning Dual-Layer Anomaly Detection Framework for Enhancing Resilience Against Backdoor Attacks IJCAI 2025
Federated Foundation Models on Heterogeneous Time Series AAAI 2025