"personalized federated learning" Papers

18 papers found

Adaptive Latent-Space Constraints in Personalized Federated Learning

Sana Ayromlou, David B. Emerson

NEURIPS 2025arXiv:2505.07525

Bad-PFL: Exploiting Backdoor Attacks against Personalized Federated Learning

Mingyuan Fan, Zhanyi Hu, Fuyi Wang et al.

ICLR 2025

FedMGP: Personalized Federated Learning with Multi-Group Text-Visual Prompts

Weihao Bo, Yanpeng Sun, Yu Wang et al.

NEURIPS 2025arXiv:2511.00480

FedSPU: Personalized Federated Learning for Resource-Constrained Devices with Stochastic Parameter Update

Ziru Niu, Hai Dong, A. K. Qin

AAAI 2025paperarXiv:2403.11464
5
citations

Hot-pluggable Federated Learning: Bridging General and Personalized FL via Dynamic Selection

Lei Shen, Zhenheng Tang, Lijun Wu et al.

ICLR 2025
4
citations

Look Back for More: Harnessing Historical Sequential Updates for Personalized Federated Adapter Tuning

Danni Peng, Yuan Wang, Huazhu Fu et al.

AAAI 2025paperarXiv:2501.01653

On the Linear Speedup of Personalized Federated Reinforcement Learning with Shared Representations

GUOJUN XIONG, Shufan Wang, Daniel Jiang et al.

ICLR 2025oralarXiv:2411.15014
4
citations

Personalized Bayesian Federated Learning with Wasserstein Barycenter Aggregation

Ting Wei, Biao Mei, Junliang Lyu et al.

NEURIPS 2025arXiv:2505.14161
1
citations

Personalized Federated Collaborative Filtering: A Variational AutoEncoder Approach

Zhiwei Li, Guodong Long, Tianyi Zhou et al.

AAAI 2025paperarXiv:2408.08931
17
citations

Personalized Federated Learning for Spatio-Temporal Forecasting: A Dual Semantic Alignment-Based Contrastive Approach

Qingxiang Liu, Sheng Sun, Yuxuan Liang et al.

AAAI 2025paperarXiv:2404.03702
16
citations

Privacy-Preserving Personalized Federated Prompt Learning for Multimodal Large Language Models

Linh Tran, Wei Sun, Stacy Patterson et al.

ICLR 2025arXiv:2501.13904
5
citations

Tackling Feature-Classifier Mismatch in Federated Learning via Prompt-Driven Feature Transformation

Xinghao Wu, Xuefeng Liu, Jianwei Niu et al.

NEURIPS 2025arXiv:2407.16139
2
citations

Causally Motivated Personalized Federated Invariant Learning with Shortcut-Averse Information-Theoretic Regularization

Xueyang Tang, Song Guo, Jingcai Guo et al.

ICML 2024

Federated Representation Learning in the Under-Parameterized Regime

Renpu Liu, Cong Shen, Jing Yang

ICML 2024arXiv:2406.04596
11
citations

FedLMT: Tackling System Heterogeneity of Federated Learning via Low-Rank Model Training with Theoretical Guarantees

Jiahao Liu, Yipeng Zhou, Di Wu et al.

ICML 2024

FedSelect: Personalized Federated Learning with Customized Selection of Parameters for Fine-Tuning

Rishub Tamirisa, Chulin Xie, Wenxuan Bao et al.

CVPR 2024arXiv:2404.02478
37
citations

Personalized Federated Domain-Incremental Learning based on Adaptive Knowledge Matching

Yichen Li, Wenchao Xu, Haozhao Wang et al.

ECCV 2024arXiv:2407.05005
29
citations

Unlocking the Potential of Prompt-Tuning in Bridging Generalized and Personalized Federated Learning

wenlong deng, Christos Thrampoulidis, Xiaoxiao Li

CVPR 2024arXiv:2310.18285
21
citations