Update README.md

README.md

@@ -88,11 +88,13 @@ Training data is bootstrapped from the MemSifter embedding pipeline on multiple
 ## Citation
 
 ```bibtex
-@misc{memsifter2025,
-  title     = {MemSifter: Offloading LLM Memory Retrieval via Outcome-Driven Proxy Reasoning},
-  author    = {{Qwen Team}},
-  month     = {February},
-  year      = {2026},
-  url       = {https://github.com/plageon/MemSifter}
+@misc{memsifter,
+      title={MemSifter: Offloading LLM Memory Retrieval via Outcome-Driven Proxy Reasoning}, 
+      author={Jiejun Tan and Zhicheng Dou and Liancheng Zhang and Yuyang Hu and Yiruo Cheng and Ji-Rong Wen},
+      year={2026},
+      eprint={2603.03379},
+      archivePrefix={arXiv},
+      primaryClass={cs.IR},
+      url={https://arxiv.org/abs/2603.03379}, 
 }
 ```