3 papers
cs.CL2025
LLM-Centric RAG with Multi-Granular Indexing and Confidence Constraints
Xiaofan Guo, Yaxuan Luan, Yue Kang +2
This paper addresses the issues of insufficient coverage, unstable results, and limited reliability in retrieval-augmented generation under complex knowledge environments, and prop…
cs.CL2025
Dynamic Prompt Fusion for Multi-Task and Cross-Domain Adaptation in LLMs
Xin Hu, Yue Kang, Guanzi Yao +3
This study addresses the generalization limitations commonly observed in large language models under multi-task and cross-domain settings. Unlike prior methods such as SPoT, which…
cs.LG2025
Topology-Aware Graph Reinforcement Learning for Dynamic Routing in Cloud Networks
Yuxi Wang, Heyao Liu, Guanzi Yao +2
This paper proposes a topology-aware graph reinforcement learning approach to address the routing policy optimization problem in cloud server environments. The method builds a unif…