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Federated Learning

497 directly classified papers

Papers per year

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