Add arXiv link and citation

README.md

@@ -30,6 +30,8 @@ the two objective variants of `uci_diabetes` used in the calibration experiment.
 MIMIC-IV, eICU-CRD and SEER, which cannot be redistributed; build them from the scripts in the code
 repository after obtaining access.
 
+Paper: https://arxiv.org/abs/2610.25069
+
 Code, agents, grader and paper results: https://github.com/Edwin0080/Auto-MD-bench
 
 ## Tasks in this repository
@@ -92,3 +94,17 @@ Each task keeps the license of its source data. Cite the sources below when you
 
 The `sepsis*` packages include `utility_score.py`, the official PhysioNet/CinC Challenge 2019 scoring
 functions (BSD 2-Clause). The `validate.py` format checkers are part of the benchmark code (MIT).
+
+## Citation
+
+```bibtex
+@misc{zhou2026automdbenchevaluatingautoresearchagents,
+      title={Auto-MD-bench: Evaluating Autoresearch Agents for Real-World Medical Tasks},
+      author={Shenqi Zhou and Qiran Zou and Wenhao Zhao and Zhenyu Liao and Dianbo Liu},
+      year={2026},
+      eprint={2610.25069},
+      archivePrefix={arXiv},
+      primaryClass={cs.LG},
+      url={https://arxiv.org/abs/2610.25069},
+}
+```