diff --git a/e2e_testing/xfail_sets.py b/e2e_testing/xfail_sets.py
index 2974882c4..7a61f311f 100644
--- a/e2e_testing/xfail_sets.py
+++ b/e2e_testing/xfail_sets.py
@@ -340,6 +340,7 @@ STABLEHLO_PASS_SET = {
     "ElementwiseSubScalarFloatModule_basic",
     "ElementwiseSubScalarIntModule_basic",
     "ElementwiseWhereScalarModule_basic",
+    "ElementwiseAbsModule_basic",
     "EmbeddingModule1DIndices_basic",
     "EmbeddingModuleI32Static_basic",
     "EmbeddingModuleI32_basic",
diff --git a/lib/Conversion/TorchToStablehlo/Basic.cpp b/lib/Conversion/TorchToStablehlo/Basic.cpp
index 929ba7323..e7c264c55 100644
--- a/lib/Conversion/TorchToStablehlo/Basic.cpp
+++ b/lib/Conversion/TorchToStablehlo/Basic.cpp
@@ -1451,6 +1451,7 @@ void mlir::torch::torch_to_stablehlo::populateBasicOpPatternsAndLegality(
   INSERT_UNARY_PATTERN(AtenNegOp, stablehlo::NegOp);
   INSERT_UNARY_PATTERN(AtenLogicalNotOp, stablehlo::NotOp);
   INSERT_UNARY_PATTERN(AtenBitwiseNotOp, stablehlo::NotOp);
+  INSERT_UNARY_PATTERN(AtenAbsOp, stablehlo::AbsOp);
 #undef INSERT_UNARY_PATTERN
 
 #define INSERT_UNARY_FPONLY_PATTERN(AtenOp, StablehloOp)                       \
diff --git a/test/Conversion/TorchToStablehlo/elementwise.mlir b/test/Conversion/TorchToStablehlo/elementwise.mlir
index b1d560e4f..367985233 100644
--- a/test/Conversion/TorchToStablehlo/elementwise.mlir
+++ b/test/Conversion/TorchToStablehlo/elementwise.mlir
@@ -624,3 +624,16 @@ func.func @torch.aten.div.Tensor_mode$floor(%arg0: !torch.vtensor<[?,?,?,?],f32>
   return %0 : !torch.vtensor<[?,?,?,?],f32>
 }
 
+// -----
+
+// CHECK-LABEL:   func.func @torch.aten.abs(
+// CHECK-SAME:                              %[[VAL_0:.*]]: !torch.vtensor<[15,15],si64>) -> !torch.vtensor<[15,15],si64> {
+// CHECK:           %[[VAL_1:.*]] = torch_c.to_builtin_tensor %[[VAL_0]] : !torch.vtensor<[15,15],si64> -> tensor<15x15xi64>
+// CHECK:           %[[VAL_2:.*]] = stablehlo.abs %[[VAL_1]] : tensor<15x15xi64>
+// CHECK:           %[[VAL_3:.*]] = torch_c.from_builtin_tensor %[[VAL_2]] : tensor<15x15xi64> -> !torch.vtensor<[15,15],si64>
+// CHECK:           return %[[VAL_3]] : !torch.vtensor<[15,15],si64>
+// CHECK:         }
+func.func @torch.aten.abs(%arg0: !torch.vtensor<[15,15],si64>) -> !torch.vtensor<[15,15],si64>{
+  %0 = torch.aten.abs %arg0 : !torch.vtensor<[15,15],si64> -> !torch.vtensor<[15,15],si64>
+  return %0 : !torch.vtensor<[15,15],si64>
+}
\ No newline at end of file