diff --git a/src/bloqade/noise/native/stmts.py b/src/bloqade/noise/native/stmts.py
index d969e71c..1a840b3e 100644
--- a/src/bloqade/noise/native/stmts.py
+++ b/src/bloqade/noise/native/stmts.py
@@ -1,3 +1,5 @@
+from typing import Tuple
+
 from kirin import ir, types, lowering
 from kirin.decl import info, statement
 from kirin.dialects import ilist
@@ -7,25 +9,44 @@
 from ._dialect import dialect
 
 
-@statement(dialect=dialect)
-class PauliChannel(ir.Statement):
-
+@statement
+class NativeNoiseStmt(ir.Statement):
     traits = frozenset({lowering.FromPythonCall()})
 
+    @property
+    def probabilities(self) -> Tuple[Tuple[float, ...], ...]:
+        raise NotImplementedError(f"Override the method in {type(self).__name__}")
+
+    def check(self):
+        for probs in self.probabilities:
+            self.check_probability(sum(probs))
+            for p in probs:
+                self.check_probability(p)
+
+    def check_probability(self, p: float):
+        if not 0 <= p <= 1:
+            raise ValueError(
+                f"Invalid noise probability encountered in {type(self).__name__}: {p}"
+            )
+
+
+@statement(dialect=dialect)
+class PauliChannel(NativeNoiseStmt):
     px: float = info.attribute(types.Float)
     py: float = info.attribute(types.Float)
     pz: float = info.attribute(types.Float)
     qargs: ir.SSAValue = info.argument(ilist.IListType[QubitType])
 
+    @property
+    def probabilities(self) -> Tuple[Tuple[float, ...], ...]:
+        return ((self.px, self.py, self.pz),)
+
 
 NumQubits = types.TypeVar("NumQubits")
 
 
 @statement(dialect=dialect)
-class CZPauliChannel(ir.Statement):
-
-    traits = frozenset({lowering.FromPythonCall()})
-
+class CZPauliChannel(NativeNoiseStmt):
     paired: bool = info.attribute(types.Bool)
     px_ctrl: float = info.attribute(types.Float)
     py_ctrl: float = info.attribute(types.Float)
@@ -36,11 +57,19 @@ class CZPauliChannel(ir.Statement):
     ctrls: ir.SSAValue = info.argument(ilist.IListType[QubitType, NumQubits])
     qargs: ir.SSAValue = info.argument(ilist.IListType[QubitType, NumQubits])
 
+    @property
+    def probabilities(self) -> Tuple[Tuple[float, ...], ...]:
+        return (
+            (self.px_ctrl, self.py_ctrl, self.pz_ctrl),
+            (self.px_qarg, self.py_qarg, self.pz_qarg),
+        )
 
-@statement(dialect=dialect)
-class AtomLossChannel(ir.Statement):
-
-    traits = frozenset({lowering.FromPythonCall()})
 
+@statement(dialect=dialect)
+class AtomLossChannel(NativeNoiseStmt):
     prob: float = info.attribute(types.Float)
     qargs: ir.SSAValue = info.argument(ilist.IListType[QubitType])
+
+    @property
+    def probabilities(self) -> Tuple[Tuple[float, ...], ...]:
+        return ((self.prob,),)
diff --git a/test/pyqrack/runtime/noise/native/test_pauli.py b/test/pyqrack/runtime/noise/native/test_pauli.py
index 34ed839f..d67e24d1 100644
--- a/test/pyqrack/runtime/noise/native/test_pauli.py
+++ b/test/pyqrack/runtime/noise/native/test_pauli.py
@@ -1,5 +1,6 @@
 from unittest.mock import Mock, call
 
+import pytest
 from kirin import ir
 
 from bloqade import qasm2
@@ -41,6 +42,23 @@ def test_atom_loss():
     sim_reg.assert_has_calls([call.y(0)])
 
 
+@pytest.mark.xfail
+def test_pauli_probs_check():
+    @simulation
+    def test_atom_loss():
+        q = qasm2.qreg(2)
+        native.pauli_channel(
+            [q[0]],
+            px=0.1,
+            py=0.4,
+            pz=1.3,
+        )
+        return q
+
+    with pytest.raises(ir.ValidationError):
+        test_atom_loss.verify()
+
+
 def test_cz_pauli_channel_false():
     @simulation
     def test_atom_loss():
@@ -122,9 +140,3 @@ def test_atom_loss():
     sim_reg = run_mock(test_atom_loss, rng_state)
 
     sim_reg.assert_has_calls([call.y(0), call.x(1), call.mcz([0], 1)])
-
-
-if __name__ == "__main__":
-    test_pauli_channel()
-    test_cz_pauli_channel_false()
-    test_cz_pauli_channel_true()