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README.md

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-license: mit
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+# Task Vectors with Learned Anisotropic Scaling
+
+This repository contains the model checkpoints for the NeurIPS'24 paper
+> Frederic Z. Zhang, Paul Albert, Cristian Rodriguez-Opazo, Anton van den Hengel, Ehsan Abbasnejad.
+_Knowledge Composition using Task Vectors with Learned Anisotropic Scaling_.
+In Advances in Neural Information Processing Systems (NeurIPS), 2024.
+
+<a href="http://arxiv.org/abs/2407.02880">Preprint</a>
+
+# Citation
+If you find our work useful for your research, please consider citing us
+```bibtex
+@inproceedings{atlas_neurips_2024 ,
+  title     = {Knowledge Composition using Task Vectors with Learned Anisotropic Scaling},
+  author    = {Zhang, Frederic Z and Albert, Paul and Rodriguez-Opazo, Cristian and van den Hengel, Anton and Abbasnejad, Ehsan},
+  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
+  year      = {2024}
+}
+```