conftrace_

personalized model

89 papers

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Co-occurring keywords

federated learning (1333) personalized federated learning (50) client heterogeneity (44) non-iid datum (109) model aggregation (156) communication efficiency (297) knowledge distillation (3725) decentralized learning (103) personalized learning (60) privacy preservation (380)

Papers

Re-architecting Personalized Federated Learning for Demanding Edge Environments AAAI 2026
Decoupling Shared and Personalized Knowledge: A Dual-Branch Federated Learning Framework for Multi-Domain with Non-IID Data AAAI 2026
FedFSL-CFRD: Personalized Federated Few-Shot Learning with Collaborative Feature Representation Disentanglement AAAI 2025
Class-Wise Federated Averaging for Efficient Personalization ICCV 2025
Zero-shot Federated Unlearning via Transforming from Data-Dependent to Personalized Model-Centric IJCAI 2025
Dual-calibrated Co-training Framework for Personalized Federated Semi-Supervised Medical Image Segmentation AAAI 2025
pFedRAG: A Personalized Federated Retrieval-Augmented Generation System with Depth-Adaptive Tiered Embedding Tuning EMNLP 2025
Few-shot Personalized Scanpath Prediction CVPR 2025
Predicting Event Memorability using Personalized Federated Learning WACV 2025
FedCPD:Personalized Federated Learning with Prototype-Enhanced Representation and Memory Distillation IJCAI 2025
pFedGPA: Diffusion-based Generative Parameter Aggregation for Personalized Federated Learning AAAI 2025
pFedGPT: Hierarchically Optimizing LoRA Aggregation Weights for Personalized Federated GPT Models EMNLP 2025
DiffECG: Diffusion Model-Powered Label-Efficient and Personalized Arrhythmia Diagnosis IJCAI 2025
pFedES: Generalized Proxy Feature Extractor Sharing for Model Heterogeneous Personalized Federated Learning AAAI 2025
CoCoCo: Improving Text-Guided Video Inpainting for Better Consistency, Controllability and Compatibility AAAI 2025
Late to the Party? On-Demand Unlabeled Personalized Federated Learning WACV 2024
A Random Projection Approach to Personalized Federated Learning: Enhancing Communication Efficiency, Robustness, and Fairness JMLR 2024
TransFed: A Way To Epitomize Focal Modulation Using Transformer-Based Federated Learning WACV 2024
pFedClub: Controllable Heterogeneous Model Aggregation for Personalized Federated Learning NIPS 2024
Personalized Federated Learning for Cross-City Traffic Prediction IJCAI 2024
Personalized Federated Learning with Mixture of Models for Adaptive Prediction and Model Fine-Tuning NIPS 2024
DapperFL: Domain Adaptive Federated Learning with Model Fusion Pruning for Edge Devices NIPS 2024
Federated Modality-Specific Encoders and Multimodal Anchors for Personalized Brain Tumor Segmentation AAAI 2024
FedFixer: Mitigating Heterogeneous Label Noise in Federated Learning AAAI 2024
Personalized Federated Learning via Feature Distribution Adaptation NIPS 2024