Xiang-Dong Zheng

Quantum-Enhanced Multi-Agent Reinforcement Learning for Ubiquitous LLM Inference via Embodied UAV Swarms

6G mobile edge networks are emerging as a key infrastructure for ubiquitous large language model (LLM) inference services. However, conventional edge routing to nearby or well-connected servers falls short for efficient edge LLM inference, as it may miss the user’s KV cache and trigger costly prefill recomputation. To...