2 papers
cs.AI2026
Scaling Multiagent Systems with Process Rewards
Ed Li, Junyu Ren, Cat Yan
While multiagent systems have shown promise for tackling complex tasks via specialization, finetuning multiple agents simultaneously faces two key challenges: (1) credit assignment…
cs.AI2025
Build Your Personalized Research Group: A Multiagent Framework for Continual and Interactive Science Automation
Ed Li, Junyu Ren, Xintian Pan +4
The automation of scientific discovery represents a critical milestone in Artificial Intelligence (AI) research. However, existing agentic systems for science suffer from two funda…