Update README.md

README.md

@@ -10,20 +10,16 @@ license: cc-by-nc-nd-4.0
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   <a href="https://shreygoel09.github.io/" target="_blank">Shrey Goel</a><sup>1</sup>&ensp;<b>&middot;</b>&ensp;
   <a href="https://www.linkedin.com/in/perin-schray-96855a32b/" target="_blank">Perin Schray</a><sup>2</sup>&ensp;<b>&middot;</b>&ensp;
-  <a href="https://www.linkedin.com/in/yinuozhang98/" target="_blank">Yinuo Zhang</a><sup>4</sup>&ensp;<b>&middot;</b>&ensp;
-  <a href="https://www.linkedin.com/in/sophia-vincoff-185192146/" target="_blank">Sophia Vincoff</a><sup>3</sup>&ensp;<b>&middot;</b>&ensp;
+  <a href="https://www.linkedin.com/in/yinuozhang98/" target="_blank">Yinuo Zhang</a><sup>3</sup>&ensp;<b>&middot;</b>&ensp;
+  <a href="https://www.linkedin.com/in/sophia-vincoff-185192146/" target="_blank">Sophia Vincoff</a><sup>4</sup>&ensp;<b>&middot;</b>&ensp;
   <a href="https://www.linkedin.com/in/htkratochvil/" target="_blank">Huong T. Kratochvil</a><sup>2</sup>&ensp;<b>&middot;</b>&ensp;
-  <a href="https://www.chatterjeelab.com/" target="_blank">Pranam Chatterjee</a><sup>3<sup>
+  <a href="https://www.chatterjeelab.com/" target="_blank">Pranam Chatterjee</a><sup>4<sup>
   <br>
   <p style="font-size: 16px;">
   <sup>1</sup> Duke University &emsp; 
   <sup>2</sup> UNC—Chapel Hill &emsp; 
-  <sup>3</sup> University of Pennsylvania &emsp; 
-  <sup>4</sup> Duke-NUS Medical School &emsp; 
-  </p>
-  <p style="font-size: 16px;">
-  <sup>4</sup> Duke University
-  </p>
+  <sup>3</sup> Duke-NUS Medical School &emsp; 
+  <sup>4</sup> University of Pennsylvania &emsp; 
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@@ -32,12 +28,10 @@ license: cc-by-nc-nd-4.0
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-# Token-Level Guided Discrete Diffusion for Membrane Protein Design
 
-![MemDLM diagram](./memdlm_schematic.png)
 
+![MemDLM diagram](./memdlm_schematic.png)
 
-arXiv preprint: https://arxiv.org/abs/2410.16735
 
 Reparameterized diffusion models (RDMs) have recently matched autoregressive methods in protein generation, motivating their use for challenging tasks such as designing membrane proteins, which possess interleaved soluble and transmembrane (TM) regions.