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[ICML 2025 Spotlight] MODA: MOdular Duplex Attention for Multimodal Perception, Cognition, and Emotion Understanding

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<div align=center>
 <img src="assets/logo1.png" width=15%>
 <h1>MODA: MOdular Duplex Attention for Multimodal Perception, Cognition, and Emotion Understanding</h1>

<div class="is-size-5 publication-authors">

 <a href="https://zzcheng.top/" target="_blank">Zhicheng Zhang</a>1,2,†,


 Wuyou Xia1,


 Chenxi Zhao1,†,


 Yan Zhou3,


 Xiaoqiang Liu3,


 <a href="https://yongjie-zhu.github.io/" target="_blank">Yongjie Zhu</a>3,‡,


 Wenyu Qin3,


 <a href="https://scholar.google.com/citations?user=P6MraaYAAAAJ&hl=en/" target="_blank">Pengfei Wan</a>3,


 Di Zhang3,


 <a href="https://cv.nankai.edu.cn/" target="_blank">Jufeng Yang</a>1,2,✉

</div>

<div class="is-size-5 publication-authors">
1Nankai University&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;
2Pengcheng Laboratory&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;
3Kuaishou Technology&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;
</div>

†Work done at KlingAI&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;
 ‡Project Leader&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;
 ✉Corresponding Author&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;

**🎉 Accepted by [ICML 2025 Spotlight](hhttps://icml.cc/virtual/2025/poster/46210) 🎉**

[📃 [Paper](https://arxiv.org/abs/2507.04635) ]
[📦 [Code](https://github.com/KwaiVGI/MODA) ]
[⚒️ [Project](https://zzcheng.top/MODA) ]
[📅 [Slide](https://zzcheng.top/assets/pdf/2025_ICML_MODA_slide.pdf) ]

> **TL;DR**: We i) identify attention deficit disorder as a critical barrier hindering fine-grained content understanding in MLLMs; ii) introduce a modular duplex attention mechanism to mitigate modality bias and enhance attention score justification; and iii) develop MODA-based MLLMs that enable fine-grained multimodal understanding across perception, cognition, and emotion tasks.

## 📈 1. News

- 🔥2025-07-10: Creating repository. The code is uploading ...
- 2025-05-01: MODA has been accepted to ICML 2025！

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