added arxiv link

README.md

@@ -8,7 +8,7 @@ tags: [time-series, multimodal, qwen3-vl, dinov3, lora]
 # DualTime-8B
 
 <p align="center">
-<a href="#"><img src="https://img.shields.io/badge/arXiv-coming%20soon-b31b1b.svg" alt="arXiv"/></a>
+<a href="https://arxiv.org/abs/2610.22327"><img src="https://img.shields.io/badge/arXiv-2610.22327-b31b1b.svg" alt="arXiv"/></a>
 <a href="https://github.com/azencot-group/dual-time"><img src="https://img.shields.io/badge/GitHub-Code-181717?logo=github" alt="Code"/></a>
 <a href="https://huggingface.co/datasets/SequentialLearning/DualTime-data"><img src="https://img.shields.io/badge/%F0%9F%A4%97%20Hugging%20Face-Data-yellow" alt="Data"/></a>
 </p>
@@ -113,3 +113,17 @@ B
 TSExam 0.899, TSRBench 53.2, ChatTS alignment A 0.864 / 0.805 and B
 0.893 / 0.868 (categorical / numerical). The full tables are in the paper and
 the code repository.
+
+## Citation
+
+```bibtex
+@misc{zisling2026twicetime,
+      title={Twice Upon a Time: Complementary Representations for Time-Series Reasoning}, 
+      author={Hedi Zisling and Liran Nochumsohn and Ilan Naiman and Mihir Parmar and Omri Azencot},
+      year={2026},
+      eprint={2610.22327},
+      archivePrefix={arXiv},
+      primaryClass={cs.LG},
+      url={https://arxiv.org/abs/2610.22327}, 
+}
+```