A learned advantage gate, trained on Monte Carlo reasoning trees, improves MLLM spatial reasoning accuracy by filtering intermediate steps and reranking candidate answers.
Scenehgn: Hierarchical graph networks for 3d indoor scene generation with fine-grained geometry,
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Advantage-Guided Gate: Reshaping Open-Ended Reasoning for Vision-Based Spatial Intelligence
A learned advantage gate, trained on Monte Carlo reasoning trees, improves MLLM spatial reasoning accuracy by filtering intermediate steps and reranking candidate answers.