Update README.md

README.md

@@ -48,7 +48,7 @@ The models are trained and validated on human-annotated marine vessel data. Thes
 
 <!-- Provide the basic links for the model. -->
 
-- **Paper:** Under progress
+- **Paper:** [http://dx.doi.org/10.2139/ssrn.4827287](http://dx.doi.org/10.2139/ssrn.4827287)
 - **Demo:** [https://huggingface.co/spaces/mayrajeo/marine-vessel-detection](https://huggingface.co/spaces/mayrajeo/marine-vessel-detection)
 
 ## Uses
@@ -181,11 +181,19 @@ Models were trained as Slurm batch jobs in Puhti.
 
 **BibTeX:**
 
-TBA
+```
+@misc{mayraMappingRecreationalMarine2024,
+  type = {{{SSRN Scholarly Paper}}},
+  title = {Mapping Recreational Marine Traffic from Sentinel-2 Imagery with Yolov8},
+  author = {M{\"a}yr{\"a}, Janne and Virtanen, Elina and Jokinen, Ari-Pekka and Koskikala, Joni and V{\"a}kev{\"a}, Sakari and Attila, Jenni},
+  year = {2024},
+  doi = {10.2139/ssrn.4827287},
+}
+```
 
 **APA:**
 
-TBA
+Mäyrä, Janne and Virtanen, Elina and Jokinen, Ari-Pekka and Koskikala, Joni and Väkevä, Sakari and Attila, Jenni, Mapping Recreational Marine Traffic from Sentinel-2 Imagery with Yolov8. Available at SSRN: https://ssrn.com/abstract=4827287 or http://dx.doi.org/10.2139/ssrn.4827287
 
 ## Model Card Contact