Update README.md

README.md

@@ -237,15 +237,20 @@ Appropriate measures should be taken to weight the data to account for the datas
 
 ## Citation
 
-Paper currently in review.
+View the paper [here!](https://arxiv.org/abs/2511.05615)
 
 **BibTeX:**
 
-[More Information Needed]
-
-**APA:**
-
-[More Information Needed]
+```@misc{hawks2025wahls4mlbenchmarksurrogatemodels,
+      title={wa-hls4ml: A Benchmark and Surrogate Models for hls4ml Resource and Latency Estimation}, 
+      author={Benjamin Hawks and Jason Weitz and Dmitri Demler and Karla Tame-Narvaez and Dennis Plotnikov and Mohammad Mehdi Rahimifar and Hamza Ezzaoui Rahali and Audrey C. Therrien and Donovan Sproule and Elham E Khoda and Keegan A. Smith and Russell Marroquin and Giuseppe Di Guglielmo and Nhan Tran and Javier Duarte and Vladimir Loncar},
+      year={2025},
+      eprint={2511.05615},
+      archivePrefix={arXiv},
+      primaryClass={cs.LG},
+      url={https://arxiv.org/abs/2511.05615}, 
+}
+```
 
 ## Dataset Card Authors
 [Benjamin Hawks](https://orcid.org/0000-0001-5700-0288), Fermi National Accelerator Laboratory, USA