Create README.md

README.md

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+---
+license: mit
+language:
+- en
+task_categories:
+- question-answering
+tags:
+- Multi-modal
+- Multi-agent
+- Theory_of_Mind
+size_categories:
+- n<1K
+---
+
+## MuMA-ToM: Multi-modal Multi-Agent Theory of Mind <br> <sub> AAAI 2025 (Oral) </sub>
+
+[\[🏠Homepage\]](https://scai.cs.jhu.edu/projects/MuMA-ToM/) [\[💻Code\]](https://github.com/SCAI-JHU/MuMA-ToM) [\[📝Paper\]](https://arxiv.org/abs/2408.12574)
+
+MuMA-ToM is the first multi-modal Theory of Mind benchmark designed to evaluate mental reasoning in embodied multi-agent interactions. The benchmark was designed with several key features in mind:
+
+1. It is factually correct, concise, and readable.
+2. It requires integrating information from multiple modalities to answer the questions.
+3. It tests understanding of multi-agent interactions, including beliefs, social goals, and beliefs about others' goals.
+
+## Leaderboard
+Here is the [**leaderboard**](https://scai.cs.jhu.edu/projects/MuMA-ToM/leaderboard.html) for MuMA-ToM. Please contact us if you'd like to add your results.
+
+
+## Citation
+Please cite the paper if you find it interesting/useful, thanks!
+```bibtex
+@inproceedings{shi2025muma,
+  title={Muma-tom: Multi-modal multi-agent theory of mind},
+  author={Shi, Haojun and Ye, Suyu and Fang, Xinyu and Jin, Chuanyang and Isik, Leyla and Kuo, Yen-Ling and Shu, Tianmin},
+  booktitle={Proceedings of the AAAI Conference on Artificial Intelligence},
+  volume={39},
+  number={2},
+  pages={1510--1519},
+  year={2025}
+}
+```