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README.md

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+# CMA-ckpt
+
+Welcome to the repository for the CMA model, fine-tuned on the Imagenet-1k dataset.
+
+## Quick Links
+
+- [**Website**](https://github.com/ma-kjh/CMA-OoDD): The landing page for CMA-OoDD
+- [**arXiv Paper**](https://arxiv.org/abs/2503.18817): Detailed information about the CMA-OoDD.
+- [**GitHub Repository**](https://github.com/ma-kjh/CMA-OoDD?tab=readme-ov-file): Access the source code, fine-tuning scripts.
+
+## Citing Our Work
+
+If you find our codebase and dataset beneficial, please cite our work:
+```
+@article{kim2025enhanced,
+  title={Enhanced OoD Detection through Cross-Modal Alignment of Multi-Modal Representations},
+  author={Kim, Jeonghyeon and Hwang, Sangheum},
+  journal={arXiv preprint arXiv:2503.18817},
+  year={2025}
+}
+```