diff --git a/third_party/xla/xla/hlo/evaluator/hlo_evaluator_typed_visitor.h b/third_party/xla/xla/hlo/evaluator/hlo_evaluator_typed_visitor.h
index 274a5431fa6b4f..3ce52b01cf8d66 100644
--- a/third_party/xla/xla/hlo/evaluator/hlo_evaluator_typed_visitor.h
+++ b/third_party/xla/xla/hlo/evaluator/hlo_evaluator_typed_visitor.h
@@ -508,13 +508,40 @@ class HloEvaluatorTypedVisitor : public ConstDfsHloVisitorWithDefault {
   Status HandlePower(const HloInstruction* power) override {
     TF_ASSIGN_OR_RETURN(
         parent_->evaluated_[power],
-        ElementWiseBinaryOp(
-            power, [](ElementwiseT lhs_el, ElementwiseT rhs_el) {
-              return lhs_el == ElementwiseT(1) ? static_cast<ElementwiseT>(1)
-                     : lhs_el == ElementwiseT(0) && rhs_el == ElementwiseT(0)
-                         ? static_cast<ElementwiseT>(1)
-                         : std::pow(lhs_el, rhs_el);
-            }));
+        ElementWiseBinaryOp(power, [](ElementwiseT lhs_el,
+                                      ElementwiseT rhs_el) {
+          // Case 0: 1^x = 1
+          if (lhs_el == ElementwiseT(1)) {
+            return static_cast<ElementwiseT>(1);
+          }
+          // Case 1: 0^0 = 1
+          if (lhs_el == ElementwiseT(0) && rhs_el == ElementwiseT(0)) {
+            return static_cast<ElementwiseT>(1);
+          }
+          // Case 2:
+          // 1. inf^(a + 0i) = inf, if a > 0.
+          // 2. inf^(a + 0i) = 0, if a < 0.
+          if constexpr (is_complex_v<ElementwiseT>) {
+            auto is_positive_infinity = [](auto c) {
+              return c.imag() == 0 && c.real() > 0 && std::isinf(c.real());
+            };
+            auto is_positive_real = [](ElementwiseT c) {
+              return c.real() > 0 && c.imag() == 0;
+            };
+            auto is_negative_real = [](ElementwiseT c) {
+              return c.real() < 0 && c.imag() == 0;
+            };
+            if (is_positive_infinity(lhs_el) && is_positive_real(rhs_el) > 0) {
+              return static_cast<ElementwiseT>(lhs_el);
+            }
+            if (is_positive_infinity(lhs_el) && is_negative_real(rhs_el)) {
+              return static_cast<ElementwiseT>(0);
+            }
+          }
+          // Case 3:
+          // Fallback to std::pow.
+          return static_cast<ElementwiseT>(std::pow(lhs_el, rhs_el));
+        }));
     return OkStatus();
   }
 
diff --git a/third_party/xla/xla/service/elemental_ir_emitter.cc b/third_party/xla/xla/service/elemental_ir_emitter.cc
index b5e5faed879857..8f6d656923b927 100644
--- a/third_party/xla/xla/service/elemental_ir_emitter.cc
+++ b/third_party/xla/xla/service/elemental_ir_emitter.cc
@@ -1733,6 +1733,7 @@ StatusOr<llvm::Value*> ElementalIrEmitter::EmitComplexPower(
     llvm::Value* d) {
   PrimitiveType component_type =
       primitive_util::ComplexComponentType(op->shape().element_type());
+  llvm::Value* inf = llvm::ConstantFP::getInfinity(a->getType());
   auto aa_p_bb = FAdd(FMul(a, a), FMul(b, b));
   auto zero = llvm::ConstantFP::get(a->getType(), 0);
   auto one_half = llvm::ConstantFP::get(a->getType(), 0.5);
@@ -1753,15 +1754,36 @@ StatusOr<llvm::Value*> ElementalIrEmitter::EmitComplexPower(
   auto q = FAdd(FMul(c, arg_lhs), FMul(half_d, ln_aa_p_bb));
   TF_ASSIGN_OR_RETURN(auto cos_q, EmitCos(component_type, q));
   TF_ASSIGN_OR_RETURN(auto sin_q, EmitSin(component_type, q));
+
+  // Case 0:
   // d^c is 0 if d is 0 and c > 0. 0^0 is defined to be 1.0, see
   // Branch Cuts for Complex Elementary Functions or Much Ado About
   // Nothing's Sign Bit, W. Kahan, Section 10.
-  return Select(
-      And(FCmpOEQ(a, one), FCmpOEQ(b, zero)), EmitComposeComplex(op, one, zero),
-      Select(
-          And(And(FCmpOEQ(aa_p_bb, zero), FCmpOEQ(d, zero)), FCmpOLE(zero, c)),
-          EmitComposeComplex(op, Select(FCmpOEQ(zero, c), one, zero), zero),
-          EmitComposeComplex(op, FMul(coeff, cos_q), FMul(coeff, sin_q))));
+  auto cutoff_0 = Select(
+      And(And(FCmpOEQ(aa_p_bb, zero), FCmpOEQ(d, zero)), FCmpOLE(zero, c)),
+      EmitComposeComplex(op, Select(FCmpOEQ(zero, c), one, zero), zero),
+      EmitComposeComplex(op, FMul(coeff, cos_q), FMul(coeff, sin_q)));
+
+  // Case 1:
+  // 1^(c + d*i) = 1 + 0*i
+  auto cutoff_1 = Select(And(FCmpOEQ(a, one), FCmpOEQ(b, zero)),
+                         EmitComposeComplex(op, one, zero), cutoff_0);
+
+  // Case 2:
+  // inf^(c + 0*i) = inf + 0*i, c > 0
+  auto cutoff_2 = Select(
+      And(FCmpOEQ(a, inf),
+          And(FCmpOEQ(b, zero), And(FCmpOEQ(d, zero), FCmpOGT(c, zero)))),
+      EmitComposeComplex(op, inf, zero), cutoff_1);
+
+  // Case 3:
+  // inf^(c + 0*i) = 0 + 0*i, c < 0
+  auto cutoff_3 = Select(
+      And(FCmpOEQ(a, inf),
+          And(FCmpOEQ(b, zero), And(FCmpOEQ(d, zero), FCmpOLT(c, zero)))),
+      EmitComposeComplex(op, zero, zero), cutoff_2);
+
+  return cutoff_3;
 }
 
 StatusOr<llvm::Value*> ElementalIrEmitter::EmitComplexBinaryOp(
diff --git a/third_party/xla/xla/tests/array_elementwise_ops_test.cc b/third_party/xla/xla/tests/array_elementwise_ops_test.cc
index 4cc72ce2a118c4..d932c5c540566a 100644
--- a/third_party/xla/xla/tests/array_elementwise_ops_test.cc
+++ b/third_party/xla/xla/tests/array_elementwise_ops_test.cc
@@ -1622,10 +1622,10 @@ XLA_TEST_F(ArrayElementwiseOpTest, PowNonIntegerF32s) {
 XLA_TEST_F(ArrayElementwiseOpTest, PowC64s) {
   SetFastMathDisabled(true);
   XlaBuilder builder(TestName());
-  auto lhs = ConstantR1<complex64>(
-      &builder, {-2.0f, -0.6f, -0.6f, 0.0f, 0.0f, 0.0f, 1.0f});
-  auto rhs = ConstantR1<complex64>(
-      &builder, {0.5f, 0.6f, -0.6f, 0.5f, 0.6f, 0.0f, INFINITY});
+  auto lhs = ConstantR1<complex64>(&builder, {-2.0f, -0.6f, -0.6f, 0.0f, 0.0f,
+                                              0.0f, 1.0f, INFINITY, INFINITY});
+  auto rhs = ConstantR1<complex64>(&builder, {0.5f, 0.6f, -0.6f, 0.5f, 0.6f,
+                                              0.0f, INFINITY, 1.0f, -1.1234f});
   Pow(lhs, rhs);
 
   ComputeAndCompareR1<complex64>(&builder,
@@ -1637,6 +1637,8 @@ XLA_TEST_F(ArrayElementwiseOpTest, PowC64s) {
                                      {0, 0},
                                      {1, 0},
                                      {1, 0},
+                                     {INFINITY, 0},
+                                     {0, 0},
                                  },
                                  {}, error_spec_);
 }