diff --git a/src/meta_schedule/feature_extractor/per_store_feature.cc b/src/meta_schedule/feature_extractor/per_store_feature.cc
index 955e39df4fc3..5d91bc34f9ae 100644
--- a/src/meta_schedule/feature_extractor/per_store_feature.cc
+++ b/src/meta_schedule/feature_extractor/per_store_feature.cc
@@ -279,6 +279,9 @@ Pass SimplifyForFeatureExtraction() {
     }
 
     Stmt VisitStmt_(const ForNode* loop) final {
+      if (is_zero(loop->extent)) {
+        return Evaluate(0);
+      }
       if (is_zero(loop->min) && is_one(loop->extent) && loop->kind == ForKind::kSerial &&
           loop->annotations.empty()) {
         unit_vars_.insert(loop->loop_var);