Update README

README.rst

@@ -166,15 +166,17 @@ Citation
 --------
 
 If you use this framework in your research, please cite the following
-preprint article:
+article:
 
 ::
 
-   @misc{yik2024neurobench,
-      title={NeuroBench: A Framework for Benchmarking Neuromorphic Computing Algorithms and Systems}, 
-      author={Jason Yik and Korneel Van den Berghe and Douwe den Blanken and Younes Bouhadjar and Maxime Fabre and Paul Hueber and Denis Kleyko and Noah Pacik-Nelson and Pao-Sheng Vincent Sun and Guangzhi Tang and Shenqi Wang and Biyan Zhou and Soikat Hasan Ahmed and George Vathakkattil Joseph and Benedetto Leto and Aurora Micheli and Anurag Kumar Mishra and Gregor Lenz and Tao Sun and Zergham Ahmed and Mahmoud Akl and Brian Anderson and Andreas G. Andreou and Chiara Bartolozzi and Arindam Basu and Petrut Bogdan and Sander Bohte and Sonia Buckley and Gert Cauwenberghs and Elisabetta Chicca and Federico Corradi and Guido de Croon and Andreea Danielescu and Anurag Daram and Mike Davies and Yigit Demirag and Jason Eshraghian and Tobias Fischer and Jeremy Forest and Vittorio Fra and Steve Furber and P. Michael Furlong and William Gilpin and Aditya Gilra and Hector A. Gonzalez and Giacomo Indiveri and Siddharth Joshi and Vedant Karia and Lyes Khacef and James C. Knight and Laura Kriener and Rajkumar Kubendran and Dhireesha Kudithipudi and Yao-Hong Liu and Shih-Chii Liu and Haoyuan Ma and Rajit Manohar and Josep Maria Margarit-Taulé and Christian Mayr and Konstantinos Michmizos and Dylan Muir and Emre Neftci and Thomas Nowotny and Fabrizio Ottati and Ayca Ozcelikkale and Priyadarshini Panda and Jongkil Park and Melika Payvand and Christian Pehle and Mihai A. Petrovici and Alessandro Pierro and Christoph Posch and Alpha Renner and Yulia Sandamirskaya and Clemens JS Schaefer and André van Schaik and Johannes Schemmel and Samuel Schmidgall and Catherine Schuman and Jae-sun Seo and Sadique Sheik and Sumit Bam Shrestha and Manolis Sifalakis and Amos Sironi and Matthew Stewart and Kenneth Stewart and Terrence C. Stewart and Philipp Stratmann and Jonathan Timcheck and Nergis Tömen and Gianvito Urgese and Marian Verhelst and Craig M. Vineyard and Bernhard Vogginger and Amirreza Yousefzadeh and Fatima Tuz Zohora and Charlotte Frenkel and Vijay Janapa Reddi},
-      year={2024},
-      eprint={2304.04640},
-      archivePrefix={arXiv},
-      primaryClass={cs.AI}
+   @article{yik2025neurobench,
+      title={The neurobench framework for benchmarking neuromorphic computing algorithms and systems},
+      author={Yik, Jason and Van den Berghe, Korneel and den Blanken, Douwe and Bouhadjar, Younes and Fabre, Maxime and Hueber, Paul and Ke, Weijie and Khoei, Mina A and Kleyko, Denis and Pacik-Nelson, Noah and others},
+      journal={Nature communications},
+      volume={16},
+      number={1},
+      pages={1545},
+      year={2025},
+      publisher={Nature Publishing Group UK London}
    }