2 papers
cs.CL2025
Step-DeepResearch Technical Report
Chen Hu, Haikuo Du, Heng Wang +64
As LLMs shift toward autonomous agents, Deep Research has emerged as a pivotal metric. However, existing academic benchmarks like BrowseComp often fail to meet real-world demands f…
cs.MA2025
Scalable Safe Multi-Agent Reinforcement Learning for Multi-Agent System
Haikuo Du, Fandi Gou, Yunze Cai
Safety and scalability are two critical challenges faced by practical Multi-Agent Systems (MAS). However, existing Multi-Agent Reinforcement Learning (MARL) algorithms that rely so…