diff --git a/jvm-packages/pom.xml b/jvm-packages/pom.xml
index 61fd75d75..1ab44d977 100644
--- a/jvm-packages/pom.xml
+++ b/jvm-packages/pom.xml
@@ -41,8 +41,8 @@
         <maven.wagon.http.retryHandler.count>5</maven.wagon.http.retryHandler.count>
         <log.capi.invocation>OFF</log.capi.invocation>
         <use.cuda>OFF</use.cuda>
-        <cudf.version>22.12.0</cudf.version>
-        <spark.rapids.version>22.12.0</spark.rapids.version>
+        <cudf.version>23.02.0</cudf.version>
+        <spark.rapids.version>23.02.0</spark.rapids.version>
         <cudf.classifier>cuda11</cudf.classifier>
     </properties>
     <repositories>
diff --git a/jvm-packages/xgboost4j-spark-gpu/pom.xml b/jvm-packages/xgboost4j-spark-gpu/pom.xml
index b1932f3cc..bcb7edb2a 100644
--- a/jvm-packages/xgboost4j-spark-gpu/pom.xml
+++ b/jvm-packages/xgboost4j-spark-gpu/pom.xml
@@ -44,13 +44,6 @@
             <version>${spark.version}</version>
             <scope>provided</scope>
         </dependency>
-        <dependency>
-          <groupId>ai.rapids</groupId>
-          <artifactId>cudf</artifactId>
-          <version>${cudf.version}</version>
-          <classifier>${cudf.classifier}</classifier>
-          <scope>provided</scope>
-        </dependency>
         <dependency>
           <groupId>com.nvidia</groupId>
           <artifactId>rapids-4-spark_${scala.binary.version}</artifactId>