Privacy-Preserving Federated Learning with Consistency via Knowledge Distillation Using Conditional Generatorby Kangyang Luo, Shuai Wang,…
Personalized Federated Learning Techniques: Empirical Analysisby Azal Ahmad Khan, Ahmad Faraz Khan, Haider Ali, Ali…
Applied Federated Model Personalisation in the Industrial Domain: A Comparative Studyby Ilias Siniosoglou, Vasileios Argyriou,…
Ferret: Federated Full-Parameter Tuning at Scale for Large Language Modelsby Yao Shu, Wenyang Hu, See-Kiong…
Rate-Constrained Quantization for Communication-Efficient Federated Learningby Shayan Mohajer Hamidi, Ali BereyhiFirst submitted to arxiv on:…
MLLM-LLaVA-FL: Multimodal Large Language Model Assisted Federated Learningby Jianyi Zhang, Hao Frank Yang, Ang Li,…
Contrastive Federated Learning with Tabular Data Silosby Achmad Ginanjar, Xue Li, Wen Hua, Jiaming PeiFirst…
FLoRA: Federated Fine-Tuning Large Language Models with Heterogeneous Low-Rank Adaptationsby Ziyao Wang, Zheyu Shen, Yexiao…
pFedGPA: Diffusion-based Generative Parameter Aggregation for Personalized Federated Learningby Jiahao Lai, Jiaqi Li, Jian Xu,…
TriplePlay: Enhancing Federated Learning with CLIP for Non-IID Data and Resource Efficiencyby Ahmed Imteaj, Md…