Update README.md

README.md

@@ -6,22 +6,37 @@ colorTo: indigo
 sdk: static
 pinned: false
 license: apache-2.0
-short_description: Rubric-Informed Selective Exploration for Open-Ended Reinfor
+short_description: Rubric-Informed Selective Exploration
 ---
 
-# Nerfies
+# RISE-RL: Rubric-Informed Selective Exploration for Open-Ended Reinforcement Learning
 
-This is the repository that contains source code for the [Nerfies website](https://nerfies.github.io).
+Official project page for **RISE-RL**.
 
-If you find Nerfies useful for your work please cite:
-```
-@article{park2021nerfies
-  author    = {Park, Keunhong and Sinha, Utkarsh and Barron, Jonathan T. and Bouaziz, Sofien and Goldman, Dan B and Seitz, Steven M. and Martin-Brualla, Ricardo},
-  title     = {Nerfies: Deformable Neural Radiance Fields},
-  journal   = {ICCV},
-  year      = {2021},
-}
-```
+- **Paper:** https://arxiv.org/abs/2608.09123
+- **PDF:** https://arxiv.org/pdf/2608.09123
+- **Project Page:** https://huggingface.co/spaces/houkunkun/RISE-RL
 
-# Website License
-<a rel="license" href="http://creativecommons.org/licenses/by-sa/4.0/"><img alt="Creative Commons License" style="border-width:0" src="https://i.creativecommons.org/l/by-sa/4.0/88x31.png" /></a><br />This work is licensed under a <a rel="license" href="http://creativecommons.org/licenses/by-sa/4.0/">Creative Commons Attribution-ShareAlike 4.0 International License</a>.
+
+## Authors
+
+Jinkun Hou, Zhuo Liu, Huimin Ren, Hongsheng Xin, Pan Zhou, Kun Zhan
+
+## Abstract
+
+RISE-RL is a rubric-informed selective exploration method for open-ended reinforcement learning. It uses repeatedly missed rubric
+criteria to elicit privileged trajectories that are difficult to discover through unguided exploration alone.
+
+For the complete abstract and experimental results, see our paper:
+
+https://arxiv.org/abs/2608.09123
+
+## Citation
+
+```bibtex
+@article{hou2026riserl,
+  title   = {RISE-RL: Rubric-Informed Selective Exploration for Open-Ended Reinforcement Learning},
+  author  = {Hou, Jinkun and Liu, Zhuo and Ren, Huimin and Xin, Hongsheng and Zhou, Pan and Zhan, Kun},
+  journal = {arXiv preprint arXiv:2608.09123},
+  year    = {2026}
+}