Update README.md

README.md

@@ -14,4 +14,69 @@ pipeline_tag: graph-ml
 tags:
 - chemistry
 - biology
----
+- foundation-model
+- generative-model
+- predictive-model
+- representation-learning
+- transformer
+- molecule
+- material
+- property
+- energy
+- forces
+- mlip
+---
+
+<div align="center">
+
+# Zatom-1
+
+[![Paper](https://img.shields.io/badge/arXiv-2602.22251-b31b1b.svg)](https://arxiv.org/abs/2602.22251)
+
+<a href="https://arxiv.org/abs/2602.22251"><img src="zatom_1.png" width="600"></a>
+
+</div>
+
+This repository contains the model weights for Zatom-1, as introduced in [Zatom-1: A Multimodal Flow Foundation Model for 3D Molecules and Materials](https://huggingface.co/papers/2602.22251).
+
+## GitHub repository
+
+https://github.com/Zatom-AI/zatom
+
+## Open-source resources
+
+Zatom-1 builds upon the source code and data from the following projects:
+
+- [all-atom-diffusion-transformer](https://github.com/facebookresearch/all-atom-diffusion-transformer)
+- [flow_matching](https://github.com/facebookresearch/flow_matching)
+- [flowmm](https://github.com/facebookresearch/flowmm)
+- [jvp_flash_attention](https://github.com/amorehead/jvp_flash_attention)
+- [lemat-genbench](https://github.com/LeMaterial/lemat-genbench)
+- [lightning-hydra-template](https://github.com/ashleve/lightning-hydra-template)
+- [PlatonicTransformers](https://github.com/niazoys/PlatonicTransformers)
+- [ProteinWorkshop](https://github.com/a-r-j/ProteinWorkshop)
+- [posebusters](https://github.com/maabuu/posebusters)
+- [tabasco](https://github.com/carlosinator/tabasco)
+
+We thank all their contributors and maintainers!
+
+## Acknowledgements
+
+This research used resources of the National Energy Research Scientific Computing Center, a DOE Office of Science User Facility supported by the Office of Science of the U.S. Department of Energy under Contract No. DE-AC02-05CH11231 using AI4Sci@NERSC award NERSC DDR-ERCAP0036206 awarded to AM. NBE would like to acknowledge support from the U.S. Department of Energy, Office of Science, Office of Advanced Scientific Computing Research, EXPRESS: 2025 Exploratory Research for Extreme-Scale Science program, and the Scientific Discovery through Advanced Computing (SciDAC) program, under Contract Number DE-AC02-05CH11231 at Berkeley Lab.
+
+## Citation
+
+If you use the code or data associated with this package or otherwise find this work useful, please cite:
+
+```bibtex
+@article{zatom_1_2026,
+    title={Zatom-1: A Multimodal Flow Foundation Model for 3D Molecules and Materials},
+    author={Alex Morehead* and Miruna Cretu* and Antonia Panescu* and Rishabh Anand* and Maurice Weiler* and Tynan Perez* and Samuel Blau and Steven Farrell and Wahid Bhimji and Anubhav Jain and Hrushikesh Sahasrabuddhe and Pietro Liò and Tommi Jaakkola and Rafael Gómez-Bombarelli and Rex Ying* and Ben Erichson* and Michael Mahoney*},
+    year={2026},
+    eprint={2602.22251},
+    archivePrefix={arXiv},
+    primaryClass={cs.LG},
+    url={https://arxiv.org/abs/2602.22251},
+    note={* denotes equal contribution}
+}
+```