docs: link the arXiv paper and publish the official citation

README.md

@@ -5,6 +5,7 @@ language:
 license: other
 license_name: per-task-notice
 tags:
+- arxiv:2610.33956
 - agents
 - multi-step
 - benchmark
@@ -23,7 +24,7 @@ tags:
 <p align="center">
   <a href="https://github.com/haoyu-zhao/Continual-Learning-Exam"><img src="https://img.shields.io/badge/GitHub-Repository-181717?logo=github&amp;logoColor=white" alt="GitHub repository"></a>
   <a href="https://haoyu-zhao.github.io/CLE/"><img src="https://img.shields.io/badge/Website-CLE-0099CC" alt="Project website"></a>
-  <a href="https://haoyu-zhao.github.io/CLE/assets/continual-learning-exam.pdf"><img src="https://img.shields.io/badge/Paper-PDF-B31B1B" alt="Read the paper"></a>
+  <a href="https://arxiv.org/abs/2610.33956"><img src="https://img.shields.io/badge/arXiv-2610.33956-B31B1B" alt="Paper on arXiv: 2610.33956"></a>
 </p>
 
 <p align="center">
@@ -61,3 +62,25 @@ Start with [CLE Lite](https://huggingface.co/datasets/Continual-Learning-Exam/CL
 ## ⚠️ Terms of use
 
 The workspace files are source data, not a hosted service. Downloading this repository alone does not reproduce the benchmark environment. Please do not include these tasks in training corpora. Third-party sources and terms are listed in each task's `NOTICE.md`.
+
+## 📝 Citation
+
+If you use these CLE Lite resources, please cite the [CLE paper](https://arxiv.org/abs/2610.33956):
+
+```bibtex
+@misc{zhao2026continuallearningexambenchmarking,
+  title = {Continual Learning Exam: Benchmarking Long-Horizon RSI and Experiential Learning in LLM Agents},
+  author = {Haoyu Zhao and Sitian Tu and Yuxuan Huang and Huichi Zhou
+            and Zhangyue Yin and Jiahao Huang and Jingyuan Xu and Tianmiao Shi
+            and Jin Shi and Nianxi Zhang and Yangmiao Zhang and Zhuolang Chan
+            and Huiyan Hu and Chenchao Sheng and Yaqing Luo and Yue Chen
+            and Huaxiu Yao and Meng Fang and Jun Wang},
+  year = {2026},
+  eprint = {2610.33956},
+  archivePrefix = {arXiv},
+  primaryClass = {cs.LG},
+  url = {https://arxiv.org/abs/2610.33956}
+}
+```
+
+[Download BibTeX](https://huggingface.co/datasets/Continual-Learning-Exam/CLE-Lite-Workspaces/resolve/main/citation.bib) · [Evaluation reporting details](https://huggingface.co/datasets/Continual-Learning-Exam/CLE-Lite#citation)

citation.bib

@@ -0,0 +1,13 @@
+@misc{zhao2026continuallearningexambenchmarking,
+  title = {Continual Learning Exam: Benchmarking Long-Horizon RSI and Experiential Learning in LLM Agents},
+  author = {Haoyu Zhao and Sitian Tu and Yuxuan Huang and Huichi Zhou
+            and Zhangyue Yin and Jiahao Huang and Jingyuan Xu and Tianmiao Shi
+            and Jin Shi and Nianxi Zhang and Yangmiao Zhang and Zhuolang Chan
+            and Huiyan Hu and Chenchao Sheng and Yaqing Luo and Yue Chen
+            and Huaxiu Yao and Meng Fang and Jun Wang},
+  year = {2026},
+  eprint = {2610.33956},
+  archivePrefix = {arXiv},
+  primaryClass = {cs.LG},
+  url = {https://arxiv.org/abs/2610.33956}
+}