Review possible WAM paper: WNM-3D: A World Navigation Model with 3D Scene Conditioning for Closed-Loop VLN

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Paper

• Title: WNM-3D: A World Navigation Model with 3D Scene Conditioning for Closed-Loop VLN
• Short name: WNM-3D
• arXiv ID: 2608.07267v1
• Paper: https://arxiv.org/pdf/2608.07267
• Authors: Yuehao Huang, Yunzi Wu, Xiaotao Zhang, Xinhai Li, Jiankun Dong, Jiajun Lv, Chi Zhang, Chenjia Bai, Yong Liu, Xuelong Li
• Published: 2026-08-07
• arXiv categories: cs.AI, cs.CV, cs.RO
• Matched keywords: world-action model, world-action models

README Entry

- **WNM-3D**: "WNM-3D: A World Navigation Model with 3D Scene Conditioning for Closed-Loop VLN", arXiv 2026. ![](https://img.shields.io/badge/Needs--Taxonomy--Review-64748b)
  [[📄 Paper](https://arxiv.org/pdf/2608.07267)]

Robot Decision

• Decision: pending
• Confidence: unknown
• Taxonomy: None
• Taxonomy confidence: None
• README heading: ## World Action Model
• Badges: https://img.shields.io/badge/Needs--Taxonomy--Review-64748b

Reason

LLM WAM detection failed: LLM request failed: HTTP 404:

<title>404 Not Found</title>

404 Not Found

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nginx

Evidence

• world-action model
• world-action models

Needs taxonomy review: fallback README heading/badge was used because taxonomy.toml has no README mapping for this classification.

Human Review Checklist

• This paper belongs in the WAM survey
• README section is correct
• Badges are correct
• Short name is correct
• Paper link is correct
• Merge this PR if accepted