diff --git a/jvm-packages/pom.xml b/jvm-packages/pom.xml
index c4dba142b0e1..b48702454222 100644
--- a/jvm-packages/pom.xml
+++ b/jvm-packages/pom.xml
@@ -36,7 +36,7 @@
         <flink.version>1.20.0</flink.version>
         <junit.version>4.13.2</junit.version>
         <spark.version>3.5.3</spark.version>
-        <spark.version.gpu>3.5.1</spark.version.gpu>
+        <spark.version.gpu>3.5.3</spark.version.gpu>
         <fasterxml.jackson.version>2.15.0</fasterxml.jackson.version>
         <scala.version>2.12.18</scala.version>
         <scala.binary.version>2.12</scala.binary.version>