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Federated Learning

551 directly classified papers

Papers per year

Papers

Enhancing the Performance of Global Model by Improving the Adaptability of Local Models in Federated Learning IJCAI 2025
Federated Learning at the Forefront of Fairness: A Multifaceted Perspective IJCAI 2025
An Empirical Study of Federated Prompt Learning for Vision Language Model IJCAI 2025
FissionVAE: Federated Non-IID Image Generation with Latent Space and Decoder Decomposition IJCAI 2025
PFLlib: A Beginner-Friendly and Comprehensive Personalized Federated Learning Library and Benchmark JMLR 2025
FedVLA: Federated Vision-Language-Action Learning with Dual Gating Mixture-of-Experts for Robotic Manipulation ICCV 2025
Sibai: A Few-Shot Meta-Classifier for Poisoning Detection in Federated Learning ICCV 2025
Personalized Mixture of Experts for Multi-Site Medical Image Segmentation WACV 2025
Adaptive Client Sampling in Federated Learning via Online Learning with Bandit Feedback JMLR 2025
When Cars Meet Drones: Hyperbolic Federated Learning for Source-Free Domain Adaptation in Adverse Weather WACV 2025
FedXDS: Leveraging Model Attribution Methods to counteract Data Heterogeneity in Federated Learning ICCV 2025
FedBG: Proactively Mitigating Bias in Cross-Domain Graph Federated Learning Using Background Data IJCAI 2025
Frequentist Guarantees of Distributed (Non)-Bayesian Inference JMLR 2025
Dual-calibrated Co-training Framework for Personalized Federated Semi-Supervised Medical Image Segmentation AAAI 2025
Overcoming Heterogeneous Data in Federated Medical Vision-Language Pre-training: A Triple-Embedding Model Selector Approach AAAI 2025
Distributed Stochastic Bilevel Optimization: Improved Complexity and Heterogeneity Analysis JMLR 2025
Federated Graph Condensation with Information Bottleneck Principles AAAI 2025
Sharp Bounds for Sequential Federated Learning on Heterogeneous Data JMLR 2025
TRAIL: Trust-Aware Client Scheduling for Semi-Decentralized Federated Learning AAAI 2025
Mind the Cost of Scaffold! Benign Clients May Even Become Accomplices of Backdoor Attack ICCV 2025
Federated Voxel Scene Graph for Intracranial Hemorrhage WACV 2025
DualGFL: Federated Learning with a Dual-Level Coalition-Auction Game AAAI 2025
Federated Binary Matrix Factorization Using Proximal Optimization AAAI 2025
FedDifRC: Unlocking the Potential of Text-to-Image Diffusion Models in Heterogeneous Federated Learning ICCV 2025
Zero-shot Federated Unlearning via Transforming from Data-Dependent to Personalized Model-Centric IJCAI 2025