8 citations · 9 across the 10 of their papers we have counts for
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cs.MA2026
STAR-PólyaMath: Multi-Agent Reasoning under Persistent Meta-Strategic Supervision
Jiaao Wu, Xian Zhang, Hanzhang Liu +3
Frontier AI models and multi-agent systems have led to significant improvements in mathematical reasoning. However, for problems requiring extended, long-horizon reasoning, existin…
cs.MA2025
PE-MA: Parameter-Efficient Co-Evolution of Multi-Agent Systems
Yingfan Deng, Anhao Zhou, Yuan Yuan +3
Multi-Agent Systems have recently emerged as a promising paradigm for collaborative reasoning and solving complex tasks. However, the design of collaborative learning algorithms in…