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Kun Zhou

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#artificial intelligence Preprint Sep 2026

PrimeScientist: Strategic Allocation of Research Effort in Autonomous Research

This work introduces PrimeScientist, which jointly determines research direction and resource investment across successive research attempts, and proposes an adaptive MCTS-based allocation policy that balances exploration and exploitation using experimental feedback and remaining resources.

Xin-Le Yu, Fan Bai, Kaiser Sun et al. · 1 citation
Aug 2026

A visual question answering model based on entity knowledge selection

EKS is a novel framework that leverages entity relations in commonsense knowledge graphs to dynamically generate knowledge sentences relevant to both visual and textual entities and formulates knowledge selection as a relevance scoring problem, where semantic similarity is used to measure the relevance between knowledg...

Kun Zhu, Kun Zhou, De-Xin Zhao · 0 citations

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