diff --git a/jvm-packages/pom.xml b/jvm-packages/pom.xml
index 0ab1f008eb9f..88176971a8c7 100644
--- a/jvm-packages/pom.xml
+++ b/jvm-packages/pom.xml
@@ -36,7 +36,7 @@
         <flink.version>1.17.1</flink.version>
         <junit.version>4.13.2</junit.version>
         <spark.version>3.4.0</spark.version>
-        <spark.version.gpu>3.3.2</spark.version.gpu>
+        <spark.version.gpu>3.4.1</spark.version.gpu>
         <scala.version>2.12.18</scala.version>
         <scala.binary.version>2.12</scala.binary.version>
         <hadoop.version>3.3.6</hadoop.version>