8 papers
FARM: Fundamental Agentic Reward Model For Multi-task Wireless Network Optimization
Feiran You, Changxu Ni, Haozhe Ma +2
Future wireless networks require learning agents to adapt across heterogeneous channel conditions, traffic patterns, quality-of-service (QoS) requirements, objectives, and operatio…
TwinJEPA: Action-Preferred Predictive Representations for Goal-Conditioned Control
Feiran You, Hongyang Du
Joint-Embedding Predictive Architectures (JEPAs) are a promising paradigm for representation learning by predicting future latent states without reconstructing observations. Recent…
StarSD: One-for-Many Speculative Decoding
Junhao He, Feiran You, Hongyang Du
Speculative decoding accelerates autoregressive generation by separating token proposal from verification, but most existing approaches are designed for single-node execution and d…
Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution
Xingkun Yin, Feiran You, Hongyang Du +1
We introduce ubiquitous intelligence as a paradigm where Large Language Models (LLMs) evolve within wireless network-driven ecosystems. Unlike static model deployments, this approa…
ReaCritic: Reasoning Transformer-based DRL Critic-model Scaling For Wireless Networks
Feiran You, Hongyang Du
Heterogeneous Networks (HetNets) pose critical challenges for intelligent management due to the diverse user requirements and time-varying wireless conditions. These factors introd…
DRESS: Diffusion Reasoning-based Reward Shaping Scheme For Intelligent Networks
Feiran You, Hongyang Du, Xiangwang Hou +2
Network optimization remains fundamental in wireless communications, with Artificial Intelligence (AI)-based solutions gaining widespread adoption. As Sixth-Generation (6G) communi…
JPPO++: Joint Power and Denoising-inspired Prompt Optimization for Mobile LLM Services
Feiran You, Hongyang Du, Kaibin Huang +1
Large Language Models (LLMs) are increasingly integrated into mobile services over wireless networks to support complex user requests. This trend has led to longer prompts, which i…
JPPO: Joint Power and Prompt Optimization for Accelerated Large Language Model Services
Feiran You, Hongyang Du, Kaibin Huang +1
Large Language Models (LLMs) have demonstrated remarkable capabilities in various tasks, leading to their increasing deployment in wireless networks for a wide variety of user serv…