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@@ -93,10 +93,12 @@ proj_lora.load_state_dict(torch.load("exp6_projection/proj_lora_epoch5.pt"))
 If you use this work, please cite:
 
 ```bibtex
-@misc{kim2026vjepa_video_understanding,
-  title={Event-Based Video Understanding with V-JEPA and LLM Alignment},
-  author={Kim, Brian},
+@misc{raen2026vjepa_video_understanding,
+  title={Event-Based Video Understanding via V-JEPA--LLM Alignment: From Event Segmentation to Visual-Semantic Mapping},
+  author={Raen2264},
   year={2026},
-  url={https://huggingface.co/2264K/vjepa2-qwen3.5-video-understanding}
+  doi={10.5281/zenodo.19143611},
+  url={https://doi.org/10.5281/zenodo.19143611},
+  note={Model checkpoints: https://huggingface.co/2264K/vjepa2-qwen3.5-video-understanding}
 }
 ```