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19 changes: 18 additions & 1 deletion README.md
Original file line number Diff line number Diff line change
Expand Up @@ -202,7 +202,23 @@ QML-HCS is part of the NeureonMindFlux Research Lab initiative to formalize quan
It seeks to unify Quantum Machine Learning, Causal Inference, and Deterministic Modeling into a single, reproducible platform for scientific investigation and applied experimentation.

---

## Citation

If you use **QML-HCS** in your research, please cite the following work
👉 **[View the preprint on arXiv ](https://arxiv.org/abs/2511.17624)**

```bibtex
@misc{mozo2025qmlhcshypercausalquantummachine,
title={QML-HCS: A Hypercausal Quantum Machine Learning Framework for Non-Stationary Environments},
author={Hector E Mozo},
year={2025},
eprint={2511.17624},
archivePrefix={arXiv},
primaryClass={cs.LG},
url={https://arxiv.org/abs/2511.17624},
}
```
---
## Acknowledgments

Developed under the NeureonMindFlux Research Initiative in quantum-inspired and hypercausal computation.
Expand All @@ -216,6 +232,7 @@ Full documentation is available here:
[**QML-HCS Official Documentation**](https://qml-hcs.readthedocs.io/en/latest/index.html)

---

## Contact

For inquiries, collaboration proposals, or research-related communication regarding QML-HCS, please use the following contact:
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