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ATLAS: Agentic or Latent Visual Reasoning?
One Word is Enough for Both

[🌍 Project Page] [📖 Paper] [🤗 Model & Data]

News

  • [2026.5.15] The paper is released on arXiv. 🚀
  • Code, model, and data release are currently under company review. Coming soon in a few days.

Overview

ATLAS overview

ATLAS

ATLAS pipeline

LA-GRPO

Visualization

ATLAS qualitative examples

ATLAS attention visualization

Citation

@article{guo2026atlas,
  title   = {ATLAS: Agentic or Latent Visual Reasoning? One Word is Enough for Both},
  author  = {Guo, Ziyu and Liu, Rain and Chen, Xinyan and Heng, Pheng Ann},
  journal = {arXiv preprint},
  year    = {2026}
}

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One Discrete Word for Visual Reasoning Overtakes Agentic and Latent Methods

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