fix formatting in readme (#470)

sdaulton · facebook-github-bot · commit 528750bffc41 · 2020-07-05T22:46:19.000-07:00
Summary: Pull Request resolved: #470 mathtype `q` doesn't render properly in github homepage Reviewed By: Balandat Differential Revision: D22387109 fbshipit-source-id: d1e4066fe43f1e6cb858a7389377a7839519bc8a
diff --git a/README.md b/README.md
@@ -161,7 +161,7 @@ If you use BoTorch, please cite the following paper:
 }
 ```
 
-If you use $q$-Expected Hypervolume Improvement, $q$-ParEGO, or analytic Expected Hypervolume Improvement with auto-differentiation, please also cite the following paper:
+If you use q-Expected Hypervolume Improvement, q-ParEGO, or analytic Expected Hypervolume Improvement with auto-differentiation, please also cite the following paper:
 > [S. Daulton, M. Balandat, E. Bakshy. Differentiable Expected Hypervolume Improvement for Parallel Multi-Objective Bayesian Optimization. ArXiv e-prints, 2020.](http://arxiv.org/abs/1910.06403)
 
 ```

Original file line number	Diff line number	Diff line change
`@@ -161,7 +161,7 @@ If you use BoTorch, please cite the following paper:`
`161`	`161`	`}`
`162`	`162`	```
`163`	`163`
`164`		`-If you use $q$-Expected Hypervolume Improvement, $q$-ParEGO, or analytic Expected Hypervolume Improvement with auto-differentiation, please also cite the following paper:`
	`164`	`+If you use q-Expected Hypervolume Improvement, q-ParEGO, or analytic Expected Hypervolume Improvement with auto-differentiation, please also cite the following paper:`
`165`	`165`	`> [S. Daulton, M. Balandat, E. Bakshy. Differentiable Expected Hypervolume Improvement for Parallel Multi-Objective Bayesian Optimization. ArXiv e-prints, 2020.](http://arxiv.org/abs/1910.06403)`
`166`	`166`
`167`	`167`	```