AI RESEARCH
STAR-P\'olyaMath: Multi-Agent Reasoning under Persistent Meta-Strategic Supervision
arXiv CS.AI
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ArXi:2605.19338v1 Announce Type: cross Frontier AI models and multi-agent systems have led to significant improvements in mathematical reasoning. However, for problems requiring extended, long-horizon reasoning, existing systems continue to suffer from fundamental reliability issues: hallucination accumulation, memory fragmentation, and imbalanced reasoning-tool trade-offs. In this paper, we