Author

Jiang-Ming Shi

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Review Sep 2026

GroundingVLN: Reasoning and Acting with Grounding for Vision-Language Navigation

This work proposes GroundingVLN, which uses visual grounding as a shared interface between reasoning and action, and introduces Grounded and Execution-Aware Reinforcement Learning (GEAR), which aligns grounded reasoning and spatial decisions with downstream execution.

Kailing Li, Yu Han, Tian-Wen Qian et al. · 0 citations

Preprint Aug 2026

Advantage-Guided Gate: Reshaping Open-Ended Reasoning for Vision-Based Spatial Intelligence

This work model step-by-step reasoning as a finite-horizon decision process and introduce Monte Carlo value evaluation on the reasoning tree to provide intermediate supervision signals and effectively enhances the performance of benchmark MLLMs in visual-based spatial understanding and reasoning tasks.

Ling Lin, Yang Bai, Cong-Cong Zhu et al. · 0 citations