Update README.md

README.md

@@ -42,4 +42,14 @@ booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conferen
 month = {June},
 year = {2025},
 pages = {3793-3803}
+
+@{karypidis2025advancingsemanticfutureprediction,
+      title={Advancing Semantic Future Prediction through Multimodal Visual Sequence Transformers}, 
+      author={Efstathios Karypidis and Ioannis Kakogeorgiou and Spyros Gidaris and Nikos Komodakis},
+      year={2025},
+      eprint={2501.08303},
+      archivePrefix={arXiv},
+      primaryClass={cs.CV},
+      url={https://arxiv.org/abs/2501.08303}, 
+}
 ```