Update README.md

README.md

@@ -170,7 +170,7 @@ Running Toto-1.0-QA-Experimental typically requires multi-GPU setup (tested on 4
 
 ## Resources
 
-- [ARFBench Paper]()
+- [ARFBench Paper](https://arxiv.org/abs/2604.21199)
 - [Dataset](https://huggingface.co/datasets/Datadog/ARFBench)
 - [Leaderboard](https://huggingface.co/spaces/Datadog/ARFBench)
 - [Code](https://github.com/DataDog/arfbench)
@@ -179,9 +179,13 @@ Running Toto-1.0-QA-Experimental typically requires multi-GPU setup (tested on 4
 
 ## Citation
 ```bibtex
-@inproceedings{xiearfbench,
-  title={ARFBench: Benchmarking Multimodal Time Series Reasoning for Software Incident Response},
-  author={Xie, Stephan and Cohen, Ben and Goswami, Mononito and Shen, Junhong and Khwaja, Emaad and Liu, Chenghao and Asker, David and Abou-Amal, Othmane and Talwalkar, Ameet},
-  booktitle={1st ICLR Workshop on Time Series in the Age of Large Models}
+@misc{xie2026arfbenchbenchmarkingtimeseries,
+      title={ARFBench: Benchmarking Time Series Question Answering Ability for Software Incident Response}, 
+      author={Stephan Xie and Ben Cohen and Mononito Goswami and Junhong Shen and Emaad Khwaja and Chenghao Liu and David Asker and Othmane Abou-Amal and Ameet Talwalkar},
+      year={2026},
+      eprint={2604.21199},
+      archivePrefix={arXiv},
+      primaryClass={cs.LG},
+      url={https://arxiv.org/abs/2604.21199}, 
 }
 ```