一作ACL 2026Findings· Findings of ACL
From Individual Excellence to Collective Sustainability: Seeking Strategic Equilibrium in Proactive Multi-Agent Teams
Tong Zhang · Yang Wu · Yufei Shi · Rujing Yao · Zhuoren Jiang · Xiaozhong Liu
摘要
In heterogeneous scientific teams, proactive team agents can serve as effective assistants regarding the research progress of the project. However, proactive agents always suffer from collaborative myopia: a greedy optimization for immediate task accuracy which ignore the long-term goal of team s...