Update papers.bib

Author: sawhney-medha

_bibliography/papers.bib

@@ -33,7 +33,7 @@ @article{maruf2024vlm4bio
 @article{manogaran2024what,
 author = {Manogaran, Harish Babu and Maruf, M and Daw, Arka and Sajeed Mehrab, Kazi and  Charpentier, Caleb Patrick  and Uyeda, Josef C. and Dahdul, Wasila and Thompson, Matthew J and Campolongo, Elizabeth G and Provost, Kaiya L and Mabee, Paula M. and Lapp, Hilmar and Karpatne, Anuj},
 title = {What Do You See in Common? Learning Hierarchical Prototypes over Tree-of-Life to Discover Evolutionary Traits},
-year = {2024},
+year = {2025},
 journal = {arXiv preprint},
 abbr = {ICLR 2025},
 preview = {hcomp.png},
@@ -289,7 +289,7 @@ @inproceedings{
 url={https://openreview.net/forum?id=yIlyHJdYV3},
 selected={true},
 abbr={ICLR 2025},
-preview={openfwi.jpg},
+preview={openfwi.png},
 code={https://github.com/KGML-lab/Genralized-Forward-Inverse-Framework-for-DL4SI},
 arxiv={2410.11247},
 category = {Conference Proceedings},