Vision-aligned-Latent-Reasoning

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Vision-aligned-Latent-Reasoning

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[ICML 2026] Official implementation of Vision-aligned Latent Reasoning for Multi-modal Large Language Model (VaLR)

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<h1 align="center"> Vision-aligned Latent Reasoning for Multi-modal Large Language Model
</h1>

[![arXiv](https://img.shields.io/badge/arXiv%20paper-2602.04476-b31b1b.svg)](https://arxiv.org/abs/2602.04476)&nbsp;

<div align="center">
 <a href="https://rootyjeon.github.io/" target="_blank">Byungwoo&nbsp;Jeon</a>1 &ensp; &middot; &ensp;
 <a href="https://jeongyw12382.github.io/" target="_blank">Yoonwoo&nbsp;Jeong</a>2 &ensp; &middot; &ensp;
 <a href="https://hyunseoklee-ai.github.io/" target="_blank">Hyunseok&nbsp;Lee</a>1 &middot; &ensp;
 <a href="https://cvlab.postech.ac.kr/~mcho/" target="_blank">Minsu&nbsp;Cho</a>2 3 * &ensp; &middot; &ensp;
 <a href="https://alinlab.kaist.ac.kr/shin.html" target="_blank">Jinwoo&nbsp;Shin</a>1 3 *&ensp; &ensp; 
 1 KAIST &emsp; 2POSTECH &emsp; 3RLWRLD &emsp; 
 * Equal Advising
</div>
<h3 align="center">[<a href="https://rootyjeon.github.io/valr/">project page</a>]&emsp;[<a href="https://arxiv.org/abs/2602.04476">arXiv</a>]</h3>

This repository is the official implementation of Vision-aligned Latent Reasoning for Multi-modal Large Language Model (VaLR).

## TODO
- [ ] Release inference code
- [ ] Release training code and data
- [ ] Release evaluation code

## BibTeX

```bibtex
@article{jeon2026vision,
  title={Vision-aligned Latent Reasoning for Multi-modal Large Language Model},
  author={Jeon, Byungwoo and Jeong, Yoonwoo and Lee, Hyunseok and Cho, Minsu and Shin, Jinwoo},
  journal={arXiv preprint arXiv:2602.04476},
  year={2026}
}
```

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