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Federated Learning
497 directly classified papers
Papers per year
2008: 1
2010: 1
2012: 2
2014: 1
2016: 1
2017: 1
2018: 7
2019: 4
2020: 15
2021: 49
2022: 69
2023: 92
2024: 147
2025: 102
2026: 5
Papers
CoRe-Fed: Bridging Collaborative and Representation Fairness via Federated Embedding Distillation
AAAI 2026
Federated Linear Dueling Bandits
AAAI 2026
FedSDA: Federated Stain Distribution Alignment for Non-IID Histopathological Image Classification
AAAI 2026
SD-CSFL: A Synthetic Data-Driven Conformity Scoring Framework for Robust Federated Learning
WACV 2026
Oblivionis: A Lightweight Learning and Unlearning Framework for Federated Large Language Models
AAAI 2026
Adaptive Distributed Kernel Ridge Regression: A Feasible Distributed Learning Scheme for Data Silos
JMLR 2025
Model Poisoning Attacks to Federated Learning via Multi-Round Consistency
CVPR 2025
Client Selection for Federated Policy Optimization with Environment Heterogeneity
JMLR 2025
X-FLoRA: Cross-modal Federated Learning with Modality-expert LoRA for Medical VQA
EMNLP 2025
Efficient Federated Learning via Clients-to-Server Knowledge Distillation (Student Abstract)
AAAI 2025
Gradient Inversion Attacks on Parameter-Efficient Fine-Tuning
CVPR 2025
FedAGC: Federated Continual Learning with Asymmetric Gradient Correction
ICCV 2025
A Multi-Granularity Clustering Approach for Federated Backdoor Defense with the Adam Optimizer
IJCAI 2025
Decentralized Diffusion Models
CVPR 2025
PPC-GPT: Federated Task-Specific Compression of Large Language Models via Pruning and Chain-of-Thought Distillation
EMNLP 2025
Asynchronous Federated Clustering with Unknown Number of Clusters
AAAI 2025
Where Does This Data Come From? Enhanced Source Inference Attacks in Federated Learning
IJCAI 2025
AI-Driven Personalized Fall Prevention for Older Adults
AAAI 2025
One-shot Federated Learning Methods: A Practical Guide
IJCAI 2025
Neural Architecture Search Driven by Locally Guided Diffusion for Personalized Federated Learning
ICCV 2025
Decentralized Low-Rank Fine-Tuning of Large Language Models
ACL 2025
pFedGPT: Hierarchically Optimizing LoRA Aggregation Weights for Personalized Federated GPT Models
EMNLP 2025
Federated Retrieval Augmented Generation for Multi-Product Question Answering
COLING 2025
Handling Spatial-Temporal Data Heterogeneity for Federated Continual Learning via Tail Anchor
CVPR 2025
Towards Privacy-preserved Pre-training of Remote Sensing Foundation Models with Federated Mutual-guidance Learning
ICCV 2025
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