2 papers
cs.LG2026
Asynchronous Fractional Multi-Agent Deep Reinforcement Learning for Age-Minimal Mobile Edge Computing
Lyudong Jin, Ming Tang, Jiayu Pan +2
In the realm of emerging real-time networked applications such as cyber-physical systems (CPS), the Age of Information (AoI) has emerged as a pivotal metric for evaluating timeline…
cs.NI2025
MoE: Optimizing Collaborative Inference for Edge Large Language Models
Lyudong Jin, Yanning Zhang, Yanhan Li +4
Large language models (LLMs) have demonstrated remarkable capabilities across a wide range of natural language processing tasks. Exploiting the heterogeneous capabilities of edge L…