diff --git a/backends-velox/src/main/scala/org/apache/gluten/backendsapi/velox/VeloxSparkPlanExecApi.scala b/backends-velox/src/main/scala/org/apache/gluten/backendsapi/velox/VeloxSparkPlanExecApi.scala
index 8984a9551b03..5975a20a267d 100644
--- a/backends-velox/src/main/scala/org/apache/gluten/backendsapi/velox/VeloxSparkPlanExecApi.scala
+++ b/backends-velox/src/main/scala/org/apache/gluten/backendsapi/velox/VeloxSparkPlanExecApi.scala
@@ -35,7 +35,7 @@ import org.apache.spark.shuffle.utils.ShuffleUtil
 import org.apache.spark.sql.catalyst.catalog.BucketSpec
 import org.apache.spark.sql.catalyst.catalog.CatalogTypes.TablePartitionSpec
 import org.apache.spark.sql.catalyst.expressions._
-import org.apache.spark.sql.catalyst.expressions.aggregate.AggregateExpression
+import org.apache.spark.sql.catalyst.expressions.aggregate.{AggregateExpression, CollectList, CollectSet}
 import org.apache.spark.sql.catalyst.optimizer.BuildSide
 import org.apache.spark.sql.catalyst.plans.JoinType
 import org.apache.spark.sql.catalyst.plans.physical._
@@ -759,7 +759,9 @@ class VeloxSparkPlanExecApi extends SparkPlanExecApi {
       Sig[UserDefinedAggregateFunction](ExpressionNames.UDAF_PLACEHOLDER),
       Sig[NaNvl](ExpressionNames.NANVL),
       Sig[VeloxCollectList](ExpressionNames.COLLECT_LIST),
+      Sig[CollectList](ExpressionNames.COLLECT_LIST),
       Sig[VeloxCollectSet](ExpressionNames.COLLECT_SET),
+      Sig[CollectSet](ExpressionNames.COLLECT_SET),
       Sig[VeloxBloomFilterMightContain](ExpressionNames.MIGHT_CONTAIN),
       Sig[VeloxBloomFilterAggregate](ExpressionNames.BLOOM_FILTER_AGG),
       // For test purpose.
diff --git a/backends-velox/src/main/scala/org/apache/gluten/extension/CollectRewriteRule.scala b/backends-velox/src/main/scala/org/apache/gluten/extension/CollectRewriteRule.scala
index 48541b234e36..e76de56374f5 100644
--- a/backends-velox/src/main/scala/org/apache/gluten/extension/CollectRewriteRule.scala
+++ b/backends-velox/src/main/scala/org/apache/gluten/extension/CollectRewriteRule.scala
@@ -20,11 +20,11 @@ import org.apache.gluten.expression.ExpressionMappings
 import org.apache.gluten.expression.aggregate.{VeloxCollectList, VeloxCollectSet}
 
 import org.apache.spark.sql.SparkSession
-import org.apache.spark.sql.catalyst.expressions.{Expression, WindowExpression}
+import org.apache.spark.sql.catalyst.expressions.Expression
 import org.apache.spark.sql.catalyst.expressions.aggregate._
-import org.apache.spark.sql.catalyst.plans.logical.{Aggregate, LogicalPlan, Window}
+import org.apache.spark.sql.catalyst.plans.logical.{Aggregate, LogicalPlan}
 import org.apache.spark.sql.catalyst.rules.Rule
-import org.apache.spark.sql.catalyst.trees.TreePattern.{AGGREGATE, AGGREGATE_EXPRESSION, WINDOW, WINDOW_EXPRESSION}
+import org.apache.spark.sql.catalyst.trees.TreePattern.{AGGREGATE, AGGREGATE_EXPRESSION}
 
 import scala.reflect.{classTag, ClassTag}
 
@@ -40,7 +40,7 @@ case class CollectRewriteRule(spark: SparkSession) extends Rule[LogicalPlan] {
       return plan
     }
 
-    val newPlan = plan.transformUpWithPruning(_.containsAnyPattern(WINDOW, AGGREGATE)) {
+    val newPlan = plan.transformUpWithPruning(_.containsPattern(AGGREGATE)) {
       case node =>
         replaceAggCollect(node)
     }
@@ -57,12 +57,6 @@ case class CollectRewriteRule(spark: SparkSession) extends Rule[LogicalPlan] {
           case ToVeloxCollect(newAggExpr) =>
             newAggExpr
         }
-      case w: Window =>
-        w.transformExpressionsWithPruning(
-          _.containsAllPatterns(AGGREGATE_EXPRESSION, WINDOW_EXPRESSION)) {
-          case windowExpr @ WindowExpression(ToVeloxCollect(newAggExpr), _) =>
-            windowExpr.copy(newAggExpr)
-        }
       case other => other
     }
   }