diff --git a/third_party/nvfuser/csrc/lower_unroll.cpp b/third_party/nvfuser/csrc/lower_unroll.cpp
index 09df8d02ed91..516aec4ed2e9 100644
--- a/third_party/nvfuser/csrc/lower_unroll.cpp
+++ b/third_party/nvfuser/csrc/lower_unroll.cpp
@@ -51,11 +51,8 @@ bool isReductionInitExpr(const Expr* expr) {
 
 } // namespace
 
-void UnrollPass::registerReplace(
-    Expr* reference,
-    Expr* new_expr,
-    kir::Scope* scope) {
-  kir::ExprMutator::registerReplace(reference, new_expr, scope);
+void UnrollPass::registerReplace(Expr* reference, Expr* new_expr) {
+  kir::ExprMutator::registerReplace(reference, new_expr);
   GpuLower::current()->propagateExprInfo(reference, new_expr);
 }
 
@@ -115,7 +112,7 @@ void UnrollPass::handle(Expr* expr) {
       expr_with_predicate = ShiftPredicateInserter::insert(
           expr, for_loops_, thread_pred, unswitched_loop_);
       if (expr_with_predicate != expr) {
-        registerReplace(expr, expr_with_predicate, &for_loops_.back()->body());
+        registerReplace(expr, expr_with_predicate);
       }
       return;
     }
@@ -137,7 +134,7 @@ void UnrollPass::handle(Expr* expr) {
           : IrBuilder::create<kir::Predicate>(
                 PredicateType::Inline, expr, thread_pred);
       expr_with_predicate = expr_with_predicate->withPredicate(pred);
-      registerReplace(expr, expr_with_predicate, &for_loops_.back()->body());
+      registerReplace(expr, expr_with_predicate);
       return;
     }
 
@@ -160,27 +157,21 @@ void UnrollPass::handle(Expr* expr) {
 
     if (lower_utils::supportInlinePredicate(expr)) {
       expr_with_predicate = expr_with_predicate->withPredicate(pred);
-      registerReplace(expr, expr_with_predicate, &for_loops_.back()->body());
+      registerReplace(expr, expr_with_predicate);
       return;
     }
 
     // If we need a predicate, put expr inside an if then else
     kir::IfThenElse* inline_ite = IrBuilder::create<kir::IfThenElse>(pred);
-    if (for_loops_.empty()) {
-      // Special handling for top level output expressions that still
-      // need predicates. One motivating example is a reduction op that
-      // reduces to a scalar (issue #491)
-      kir::ExprMutator::registerReplace(expr, inline_ite, nullptr);
-    } else {
-      kir::ExprMutator::registerReplace(
-          expr, inline_ite, &for_loops_.back()->body());
-    }
+    kir::ExprMutator::registerReplace(expr, inline_ite);
     if (expr != expr_with_predicate) {
       GpuLower::current()->propagateExprInfo(expr, expr_with_predicate);
     }
     inline_ite->thenBody().push_back(expr_with_predicate);
   } else if (auto for_loop = dynamic_cast<kir::ForLoop*>(expr)) {
     handle(for_loop);
+  } else if (auto ite = dynamic_cast<kir::IfThenElse*>(expr)) {
+    kir::ExprMutator::handle(ite);
   }
 }
 
@@ -196,6 +187,8 @@ void UnrollPass::handle(kir::ForLoop* fl) {
   // normal.
   if (!is_unroll || !look_for_unroll_) {
     for_loops_.push_back(fl);
+    scope_.push_back(&fl->body());
+    scope_exprs_.push_back(fl);
 
     // Make copy of exprs because we replace them inplace in fl
     const auto exprs_copy = fl->body().exprs();
@@ -208,6 +201,8 @@ void UnrollPass::handle(kir::ForLoop* fl) {
     }
 
     for_loops_.pop_back();
+    scope_.pop_back();
+    scope_exprs_.pop_back();
     return;
   }
 
@@ -217,38 +212,39 @@ void UnrollPass::handle(kir::ForLoop* fl) {
 
   // Get the loop nest for the unrolled path
   kir::ForLoop* unrolled_loop_nest = cloneLoopNest(fl);
+  unroll_ite->thenBody().push_back(unrolled_loop_nest);
 
   // Thread predicates are not removed from the expressions. Visit
   // each expression to attach kir::Predicate.
+  scope_.push_back(&unroll_ite->thenBody());
+  scope_exprs_.push_back(unroll_ite);
   unswitched_loop_ = true;
   look_for_unroll_ = false;
   handle(unrolled_loop_nest);
   unswitched_loop_ = false;
   look_for_unroll_ = true;
-
-  unroll_ite->thenBody().push_back(unrolled_loop_nest);
+  scope_.pop_back();
+  scope_exprs_.pop_back();
 
   // Loop nest for inlined path
   kir::ForLoop* inlined_loop = cloneLoopNest(fl);
 
   // Add inline predicates for inlined loop nest
+  scope_.push_back(&unroll_ite->elseBody());
+  scope_exprs_.push_back(unroll_ite);
   look_for_unroll_ = false;
   non_trivial_pred_found_ = false;
   handle(inlined_loop);
   look_for_unroll_ = true;
+  scope_.pop_back();
+  scope_exprs_.pop_back();
   if (!non_trivial_pred_found_) {
-    kir::ExprMutator::registerReplace(
-        fl,
-        inlined_loop,
-        for_loops_.empty() ? nullptr : &for_loops_.back()->body());
+    kir::ExprMutator::registerReplace(fl, inlined_loop);
   } else {
     if (!canOmitElseClause(fl)) {
       unroll_ite->elseBody().push_back(inlined_loop);
     }
-    kir::ExprMutator::registerReplace(
-        fl,
-        unroll_ite,
-        for_loops_.empty() ? nullptr : &for_loops_.back()->body());
+    kir::ExprMutator::registerReplace(fl, unroll_ite);
   }
 }
 
diff --git a/third_party/nvfuser/csrc/lower_unroll.h b/third_party/nvfuser/csrc/lower_unroll.h
index ffcfe9e95629..d6e38f86d681 100644
--- a/third_party/nvfuser/csrc/lower_unroll.h
+++ b/third_party/nvfuser/csrc/lower_unroll.h
@@ -59,7 +59,7 @@ class TORCH_CUDA_CU_API UnrollPass : kir::ExprMutator {
   static bool canOmitElseClause(kir::ForLoop* fl);
 
  private:
-  void registerReplace(Expr* reference, Expr* new_expr, kir::Scope* scope);
+  void registerReplace(Expr* reference, Expr* new_expr);
 
   // Generate the for Expr replacement map
   UnrollPass(const std::vector<Expr*>& exprs);
@@ -68,7 +68,7 @@ class TORCH_CUDA_CU_API UnrollPass : kir::ExprMutator {
     return expr_replacement_map_;
   }
 
-  using OptOutDispatch::handle;
+  using kir::ExprMutator::handle;
 
   void handle(kir::ForLoop* fl) final;