Update README.md

README.md

@@ -1,7 +1,10 @@
 # BLEEP (Bi-modaL Embedding for Expression Prediction)
 Spatially Resolved Gene Expression Prediction from H&E Histology Images via Bi-modal Contrastive Learning
 
-arxiv: https://arxiv.org/pdf/2306.01859.pdf
+Manuscript: 
+https://proceedings.neurips.cc/paper_files/paper/2023/hash/df656d6ed77b565e8dcdfbf568aead0a-Abstract-Conference.html
+Presentation:
+https://neurips.cc/virtual/2023/poster/70961
 
 
 We present BLEEP (Bi-modaL Embedding for Expression Prediction), a bi-modal
@@ -13,6 +16,7 @@ profiles at micrometer resolution. With this framework, the gene expression of a
 query image patch can be imputed using the expression profiles from the reference
 dataset.
 
-![](./BLEEP_overview.png)
-
+<div style="text-align:center;">
+    <img src="./BLEEP_overview.png" alt="BLEEP Overview" width="680">
+</div>