2 papers
cs.DC2026
Distributed Generative Inference of LLM at Internet Scales with Multi-Dimensional Communication Optimization
Jiu Chen, Shuangyan Yang, Xu Xiong +4
Decentralized LLM inference distributes computation among heterogeneous nodes across the internet, offering a performant and cost-efficient solution, alternative to traditional cen…
cs.CV2026
FedEU: Evidential Uncertainty-Driven Federated Fine-Tuning of Vision Foundation Models for Remote Sensing Image Segmentation
Xiaokang Zhang, Xuran Xiong, Jianzhong Huang +1
Remote sensing image segmentation (RSIS) in federated environments has gained increasing attention because it enables collaborative model training across distributed datasets witho…