diff -r 33d5956e7e7f -r d10ea0811650 README.md
--- a/README.md	Fri May 03 21:55:23 2024 +0300
+++ b/README.md	Fri May 03 14:37:45 2024 -0500
@@ -1,7 +1,7 @@
 
 # Predictive online optimisation codes for dynamic inverse imaging problems
 
-These codes implement the experiments for the 2024 manuscript _"Prediction techniques for dynamic imaging with online primal-dual methods"_ by Neil Dizon, Jyrki Jauhiainen, and Tuomo Valkonen. It is built on top of, and includes the experiments for the 2019 article _“[Predictive online optimisation with applications to optical flow](https://arxiv.org/abs/2002.03053)”_ by [Tuomo Valkonen](https://tuomov.iki.fi).
+These codes implement the experiments for the 2024 manuscript _“Prediction techniques for dynamic imaging with online primal-dual methods”_ by Neil Dizon, Jyrki Jauhiainen, and Tuomo Valkonen. It is built on top of, and includes the experiments for the 2019 article _“[Predictive online optimisation with applications to optical flow](https://arxiv.org/abs/2002.03053)”_ by [Tuomo Valkonen](https://tuomov.iki.fi).
 
 ## Prerequisites
 
@@ -41,7 +41,7 @@
 
 ### Experiments for 2024 article
 
-To generate all the experiments for _"Prediction techniques for dynamic imaging with online primal-dual methods"_, run:
+To generate all the experiments for _“Prediction techniques for dynamic imaging with online primal-dual methods”_, run:
 
     > batchrun_predictors()
     > batchrun_shepplogan()