Update README.md

README.md

@@ -1,32 +1,30 @@
-# TriP-LLM
-
-This is the official checkpoints release for the  **TriP-LLM**, a novel framework for unsupervised anomaly detection in multivariate time-series data using pretrained Large Language Models (LLMs).
-
-## Model Description
-- **Name**: TriP-LLM  
-- **Task**: Time-Series Anomaly Detection  
-- **Framework**: PyTorch 
-- **Repository**: [GitHub – YYZStart/TriP-LLM](https://github.com/YYZStart/TriP-LLM)
-
-
-## Usage
-
-Please refer to our [GitHub repository](https://github.com/YYZStart/TriP-LLM)  
-for model definitions, training code, and usage examples.
-
-
-## 📎 Citation
-
-If you find this repository useful for your research, please cite our paper:
-
-```bibtex
-@misc{TriPLLM,
-      title={TriP-LLM: A Tri-Branch Patch-wise Large Language Model Framework for Time-Series Anomaly Detection}, 
-      author={Yuan-Cheng Yu and Yen-Chieh Ouyang and Chun-An Lin},
-      year={2025},
-      eprint={2508.00047},
-      archivePrefix={arXiv},
-      primaryClass={cs.LG},
-      url={https://arxiv.org/abs/2508.00047}, 
-}
+# TriP-LLM
+
+This is the official checkpoints release for the  **TriP-LLM**, a novel framework for unsupervised anomaly detection in multivariate time-series data using pretrained Large Language Models (LLMs).
+
+## Model Description
+- **Name**: TriP-LLM  
+- **Task**: Time-Series Anomaly Detection  
+- **Framework**: PyTorch 
+- **Repository**: [GitHub – YYZStart/TriP-LLM](https://github.com/YYZStart/TriP-LLM)
+
+
+## Usage
+
+Please refer to our [GitHub repository](https://github.com/YYZStart/TriP-LLM)  
+for model definitions, training code, and usage examples.
+
+
+## 📎 Citation
+
+If you find this repository useful for your research, please cite our paper:
+
+```bibtex
+@misc{TriPLLM,
+      title={TriP-LLM: A Tri-Branch Patch-wise Large Language Model Framework for Time-Series Anomaly Detection}, 
+      author={Yuan-Cheng Yu and Yen-Chieh Ouyang and Chun-An Lin},
+      journal={IEEE Access},
+      year={2025},
+      pages={168643-168653}
+}
 ```