edge intelligence 1federated learning 1multimodal large language models 1parameter-efficient fine-tuning 1personalization 1
From the 1 of 2 linked papers with an AI index.
2 papers
cs.LG2026
PFAdapter: Hierarchical LoRA Decomposition for Personalized Federated MLLMs
Jing Liu, Kun Yang, Yan Wang +5
The paper introduces PFAdapter, a framework that uses hierarchical LoRA decomposition to split adapter parameters into globally shared and locally private parts, enabling efficient…
cs.LG2025
M3-Net: A Cost-Effective Graph-Free MLP-Based Model for Traffic Prediction
Guangyin Jin, Sicong Lai, Xiaoshuai Hao +2
Achieving accurate traffic prediction is a fundamental but crucial task in the development of current intelligent transportation systems.Most of the mainstream methods that have ma…