AI RESEARCH
Efficient Tree-Structured Deep Research with Adaptive Resource Allocation
arXiv CS.AI
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ArXi:2510.05145v2 Announce Type: replace-cross Deep research agents, which synthesize information across diverse sources, are significantly constrained by the sequential nature of reasoning. This bottleneck results in high latency, poor runtime adaptability, and inefficient resource allocation, making today's deep research systems impractical for interactive applications.