diff --git a/_data/_CheXpert/CheXpert_IN1K.yml b/_data/_CheXpert/CheXpert_IN1K.yml
index ecac41e..9286670 100644
--- a/_data/_CheXpert/CheXpert_IN1K.yml
+++ b/_data/_CheXpert/CheXpert_IN1K.yml
@@ -1,9 +1,9 @@
 - 
   name: Rethinking Benchmarks for Differentially Private Image Classification
   url: N/A
-  authors: Mokhtari, Kodeiri, Mohaptra, et al.
+  authors: Mokhtari, Kodeiri, Mohapatra, et al.
   code: N/A
-  venue: NeuralIPS, 2024 (Submitted)
+  venue: NeurIPS, 2024 (Submitted)
   venue_date: 2024-06-08
   claims:
     - 
@@ -53,4 +53,4 @@
       epsilon: 8
       delta:  1e-06
       private_accuracy: 75.52% AUC
-      dp_accountant: Torch PRV
\ No newline at end of file
+      dp_accountant: Torch PRV