3 papers
cs.MA2025
Tool-RoCo: An Agent-as-Tool Self-organization Large Language Model Benchmark in Multi-robot Cooperation
Ke Zhang, Xiaoning Zhao, Ce Zheng +5
This study proposes Tool-RoCo, a novel benchmark for evaluating large language models (LLMs) in long-term multi-agent cooperation based on RoCo, a multi-robot cooperative benchmark…
eess.SP2025
DSSD: Efficient Edge-Device LLM Deployment and Collaborative Inference via Distributed Split Speculative Decoding
Jiahong Ning, Ce Zheng, Tingting Yang
Large language models (LLMs) have transformed natural language processing but face critical deployment challenges in device-edge systems due to resource limitations and communicati…
eess.SP2025
EdgePrompt: A Distributed Key-Value Inference Framework for LLMs in 6G Networks
Jiahong Ning, Pengyan Zhu, Ce Zheng +3
As sixth-generation (6G) networks advance, large language models (LLMs) are increasingly integrated into 6G infrastructure to enhance network management and intelligence. However,…