diff --git a/src/arith/pattern_match.h b/src/arith/pattern_match.h
index 81a4d616d4323..78ae446d0321d 100644
--- a/src/arith/pattern_match.h
+++ b/src/arith/pattern_match.h
@@ -69,6 +69,7 @@
 #include <tvm/tir/builtin.h>
 #include <tvm/tir/expr.h>
 
+#include <cmath>
 #include <tuple>
 
 #include "const_fold.h"
@@ -145,6 +146,14 @@ class PEqualChecker<IntImm> {
   bool operator()(const IntImm& lhs, const IntImm& rhs) const { return lhs->value == rhs->value; }
 };
 
+template <>
+class PEqualChecker<FloatImm> {
+ public:
+  bool operator()(const FloatImm& lhs, const FloatImm& rhs) const {
+    return std::fabs(lhs->value - rhs->value) < 1e-20;
+  }
+};
+
 template <>
 class PEqualChecker<tir::Var> {
  public:
diff --git a/src/arith/rewrite_simplify.cc b/src/arith/rewrite_simplify.cc
index e9d640ad660f8..6c8498fa1912a 100644
--- a/src/arith/rewrite_simplify.cc
+++ b/src/arith/rewrite_simplify.cc
@@ -125,6 +125,8 @@ PrimExpr RewriteSimplifier::Impl::VisitExpr_(const AddNode* op) {
   PVar<PrimExpr> x, y, z, b1, b2, s1, s2;
   // Pattern var match IntImm
   PVar<IntImm> c1, c2, c3;
+  // Pattern var match FloatImm
+  PVar<FloatImm> c4;
   // Pattern var for lanes in broadcast and ramp
   PVar<int> lanes;
   // Vector rules
@@ -133,6 +135,7 @@ PrimExpr RewriteSimplifier::Impl::VisitExpr_(const AddNode* op) {
     TVM_TRY_REWRITE(ramp(b1, s1, lanes) + broadcast(x, lanes), ramp(b1 + x, s1, lanes));
     TVM_TRY_REWRITE(broadcast(x, lanes) + ramp(b1, s1, lanes), ramp(x + b1, s1, lanes));
     TVM_TRY_REWRITE(broadcast(x, lanes) + broadcast(y, lanes), broadcast(x + y, lanes));
+    TVM_TRY_REWRITE_IF(x + broadcast(c4, lanes), x, c4.Eval()->value == 0.0f);
   }
 
   if (IsIndexType(op->dtype)) {
@@ -416,6 +419,8 @@ PrimExpr RewriteSimplifier::Impl::VisitExpr_(const MulNode* op) {
   PVar<PrimExpr> x, y, z, b1, b2, s1, s2;
   // Pattern var match IntImm
   PVar<IntImm> c1, c2;
+  // Pattern var match FloatImm
+  PVar<FloatImm> c3;
   // Pattern var for lanes in broadcast and ramp
   PVar<int> lanes;
   // Vector rules
@@ -423,6 +428,7 @@ PrimExpr RewriteSimplifier::Impl::VisitExpr_(const MulNode* op) {
     TVM_TRY_REWRITE(broadcast(x, lanes) * broadcast(y, lanes), broadcast(x * y, lanes));
     TVM_TRY_REWRITE(ramp(b1, s1, lanes) * broadcast(x, lanes), ramp(b1 * x, s1 * x, lanes));
     TVM_TRY_REWRITE(broadcast(x, lanes) * ramp(b1, s1, lanes), ramp(b1 * x, s1 * x, lanes));
+    TVM_TRY_REWRITE_IF(broadcast(c3, lanes) * x, broadcast(c3, lanes), c3.Eval()->value == 0.0f);
   }
 
   if (IsIndexType(op->dtype)) {
diff --git a/tests/python/unittest/test_arith_rewrite_simplify.py b/tests/python/unittest/test_arith_rewrite_simplify.py
index c01898635488d..ae7b432a9f338 100644
--- a/tests/python/unittest/test_arith_rewrite_simplify.py
+++ b/tests/python/unittest/test_arith_rewrite_simplify.py
@@ -40,6 +40,8 @@ def test_vector_simplify():
               (y + x).astype("int32x2"))
     ck.verify(tvm.tir.Broadcast(0, 4) + y,
               tvm.tir.Broadcast(y, 4))
+    ck.verify(tvm.tir.Ramp(x, 1, 4).astype('float32x4') + tvm.tir.Broadcast(0.0, 4),
+              tvm.tir.Ramp(x, 1, 4).astype('float32x4'))
     # Sub rules
     ck.verify(tvm.tir.Ramp(x, 4, 4) - tvm.tir.Ramp(y, 2, 4),
               tvm.tir.Ramp(x - y, 2, 4))
@@ -59,6 +61,8 @@ def test_vector_simplify():
               tvm.tir.Ramp(x * 2, 8, 4))
     ck.verify(tvm.tir.Broadcast(0, 4) * x,
               tvm.tir.Broadcast(0, 4))
+    ck.verify(tvm.tir.Broadcast(0.0, 4) * x,
+              tvm.tir.Broadcast(0.0, 4))
 
     ## DivMod rules
     tdiv = tvm.tir.truncdiv