diff --git a/extension/apple/ExecuTorch/Exported/ExecuTorchTensor.h b/extension/apple/ExecuTorch/Exported/ExecuTorchTensor.h
index 28c58580628..9569e96e039 100644
--- a/extension/apple/ExecuTorch/Exported/ExecuTorchTensor.h
+++ b/extension/apple/ExecuTorch/Exported/ExecuTorchTensor.h
@@ -434,6 +434,114 @@ __attribute__((deprecated("This API is experimental.")))
                   shapeDynamism:(ExecuTorchShapeDynamism)shapeDynamism
     NS_SWIFT_NAME(init(_:shape:strides:dimensionOrder:dataType:shapeDynamism:));
 
+/**
+ * Initializes a tensor with an array of scalar values, specifying shape, strides, dimension order, and data type,
+ * using a default dynamic bound shape for shape dynamism.
+ *
+ * @param scalars An NSArray of NSNumber objects representing the scalar values.
+ * @param shape An NSArray of NSNumber objects representing the desired tensor shape.
+ * @param strides An NSArray of NSNumber objects representing the tensor strides.
+ * @param dimensionOrder An NSArray of NSNumber objects indicating the order of dimensions.
+ * @param dataType An ExecuTorchDataType value specifying the element type.
+ * @return An initialized ExecuTorchTensor instance containing the scalar values.
+ */
+- (instancetype)initWithScalars:(NSArray<NSNumber *> *)scalars
+                          shape:(NSArray<NSNumber *> *)shape
+                        strides:(NSArray<NSNumber *> *)strides
+                 dimensionOrder:(NSArray<NSNumber *> *)dimensionOrder
+                       dataType:(ExecuTorchDataType)dataType
+    NS_SWIFT_NAME(init(_:shape:strides:dimensionOrder:dataType:));
+
+/**
+ * Initializes a tensor with an array of scalar values, specifying the desired shape, data type, and explicit shape dynamism.
+ *
+ * @param scalars An NSArray of NSNumber objects representing the scalar values.
+ * @param shape An NSArray of NSNumber objects representing the desired tensor shape.
+ * @param dataType An ExecuTorchDataType value specifying the element type.
+ * @param shapeDynamism An ExecuTorchShapeDynamism value indicating the shape dynamism.
+ * @return An initialized ExecuTorchTensor instance.
+ */
+- (instancetype)initWithScalars:(NSArray<NSNumber *> *)scalars
+                          shape:(NSArray<NSNumber *> *)shape
+                       dataType:(ExecuTorchDataType)dataType
+                  shapeDynamism:(ExecuTorchShapeDynamism)shapeDynamism
+    NS_SWIFT_NAME(init(_:shape:dataType:shapeDynamism:));
+
+/**
+ * Initializes a tensor with an array of scalar values and a specified shape,
+ * using a default dynamic bound shape for shape dynamism.
+ *
+ * @param scalars An NSArray of NSNumber objects representing the scalar values.
+ * @param shape An NSArray of NSNumber objects representing the desired tensor shape.
+ * @param dataType An ExecuTorchDataType value specifying the element type.
+ * @return An initialized ExecuTorchTensor instance.
+ */
+- (instancetype)initWithScalars:(NSArray<NSNumber *> *)scalars
+                          shape:(NSArray<NSNumber *> *)shape
+                       dataType:(ExecuTorchDataType)dataType
+    NS_SWIFT_NAME(init(_:shape:dataType:));
+
+/**
+ * Initializes a tensor with an array of scalar values, specifying the tensor data type and explicit shape dynamism.
+ * The shape is deduced from the count of the scalar array.
+ *
+ * @param scalars An NSArray of NSNumber objects representing the scalar values.
+ * @param dataType An ExecuTorchDataType value specifying the element type.
+ * @param shapeDynamism An ExecuTorchShapeDynamism value indicating the shape dynamism.
+ * @return An initialized ExecuTorchTensor instance with the shape deduced from the scalar count.
+ */
+- (instancetype)initWithScalars:(NSArray<NSNumber *> *)scalars
+                       dataType:(ExecuTorchDataType)dataType
+                  shapeDynamism:(ExecuTorchShapeDynamism)shapeDynamism
+    NS_SWIFT_NAME(init(_:dataType:shapeDynamism:));
+
+/**
+ * Initializes a tensor with an array of scalar values, specifying the tensor data type.
+ * The shape is deduced from the count of the scalar array.
+ *
+ * @param scalars An NSArray of NSNumber objects representing the scalar values.
+ * @param dataType An ExecuTorchDataType value specifying the element type.
+ * @return An initialized ExecuTorchTensor instance with the shape deduced from the scalar count.
+ */
+- (instancetype)initWithScalars:(NSArray<NSNumber *> *)scalars
+                       dataType:(ExecuTorchDataType)dataType
+    NS_SWIFT_NAME(init(_:dataType:));
+
+/**
+ * Initializes a tensor with an array of scalar values, a specified shape and explicit shape dynamism.
+ * The data type is automatically deduced from the first element of the array.
+ *
+ * @param scalars An NSArray of NSNumber objects representing the scalar values.
+ * @param shape An NSArray of NSNumber objects representing the desired tensor shape.
+ * @param shapeDynamism An ExecuTorchShapeDynamism value indicating the shape dynamism.
+ * @return An initialized ExecuTorchTensor instance.
+ */
+- (instancetype)initWithScalars:(NSArray<NSNumber *> *)scalars
+                          shape:(NSArray<NSNumber *> *)shape
+                  shapeDynamism:(ExecuTorchShapeDynamism)shapeDynamism
+    NS_SWIFT_NAME(init(_:shape:shapeDynamism:));
+
+/**
+ * Initializes a tensor with an array of scalar values and a specified shape.
+ * The data type is automatically deduced from the first element of the array.
+ *
+ * @param scalars An NSArray of NSNumber objects representing the scalar values.
+ * @param shape An NSArray of NSNumber objects representing the desired tensor shape.
+ * @return An initialized ExecuTorchTensor instance.
+ */
+- (instancetype)initWithScalars:(NSArray<NSNumber *> *)scalars
+                          shape:(NSArray<NSNumber *> *)shape
+    NS_SWIFT_NAME(init(_:shape:));
+
+/**
+ * Initializes a tensor with an array of scalar values, automatically deducing the tensor shape and data type.
+ *
+ * @param scalars An NSArray of NSNumber objects representing the scalar values.
+ * @return An initialized ExecuTorchTensor instance with shape and data type deduced.
+ */
+- (instancetype)initWithScalars:(NSArray<NSNumber *> *)scalars
+    NS_SWIFT_NAME(init(_:));
+
 @end
 
 NS_ASSUME_NONNULL_END
diff --git a/extension/apple/ExecuTorch/Exported/ExecuTorchTensor.mm b/extension/apple/ExecuTorch/Exported/ExecuTorchTensor.mm
index e1bc522fbd0..c5b16a1982e 100644
--- a/extension/apple/ExecuTorch/Exported/ExecuTorchTensor.mm
+++ b/extension/apple/ExecuTorch/Exported/ExecuTorchTensor.mm
@@ -367,4 +367,91 @@ - (instancetype)initWithScalars:(NSArray<NSNumber *> *)scalars
   return [self initWithNativeInstance:&tensor];
 }
 
+- (instancetype)initWithScalars:(NSArray<NSNumber *> *)scalars
+                          shape:(NSArray<NSNumber *> *)shape
+                        strides:(NSArray<NSNumber *> *)strides
+                 dimensionOrder:(NSArray<NSNumber *> *)dimensionOrder
+                       dataType:(ExecuTorchDataType)dataType {
+  return [self initWithScalars:scalars
+                         shape:shape
+                       strides:strides
+                dimensionOrder:dimensionOrder
+                      dataType:dataType
+                 shapeDynamism:ExecuTorchShapeDynamismDynamicBound];
+}
+
+- (instancetype)initWithScalars:(NSArray<NSNumber *> *)scalars
+                          shape:(NSArray<NSNumber *> *)shape
+                       dataType:(ExecuTorchDataType)dataType
+                  shapeDynamism:(ExecuTorchShapeDynamism)shapeDynamism {
+  return [self initWithScalars:scalars
+                         shape:shape
+                       strides:@[]
+                dimensionOrder:@[]
+                      dataType:dataType
+                 shapeDynamism:shapeDynamism];
+}
+
+- (instancetype)initWithScalars:(NSArray<NSNumber *> *)scalars
+                          shape:(NSArray<NSNumber *> *)shape
+                       dataType:(ExecuTorchDataType)dataType {
+  return [self initWithScalars:scalars
+                         shape:shape
+                       strides:@[]
+                dimensionOrder:@[]
+                      dataType:dataType
+                 shapeDynamism:ExecuTorchShapeDynamismDynamicBound];
+}
+
+- (instancetype)initWithScalars:(NSArray<NSNumber *> *)scalars
+                       dataType:(ExecuTorchDataType)dataType
+                  shapeDynamism:(ExecuTorchShapeDynamism)shapeDynamism {
+  return [self initWithScalars:scalars
+                         shape:@[@(scalars.count)]
+                       strides:@[]
+                dimensionOrder:@[]
+                      dataType:dataType
+                 shapeDynamism:shapeDynamism];
+}
+
+- (instancetype)initWithScalars:(NSArray<NSNumber *> *)scalars
+                       dataType:(ExecuTorchDataType)dataType {
+  return [self initWithScalars:scalars
+                         shape:@[@(scalars.count)]
+                       strides:@[]
+                dimensionOrder:@[]
+                      dataType:dataType
+                 shapeDynamism:ExecuTorchShapeDynamismDynamicBound];
+}
+
+- (instancetype)initWithScalars:(NSArray<NSNumber *> *)scalars
+                          shape:(NSArray<NSNumber *> *)shape
+                  shapeDynamism:(ExecuTorchShapeDynamism)shapeDynamism {
+  return [self initWithScalars:scalars
+                         shape:shape
+                       strides:@[]
+                dimensionOrder:@[]
+                      dataType:static_cast<ExecuTorchDataType>(utils::deduceType(scalars.firstObject))
+                 shapeDynamism:shapeDynamism];
+}
+
+- (instancetype)initWithScalars:(NSArray<NSNumber *> *)scalars
+                          shape:(NSArray<NSNumber *> *)shape {
+  return [self initWithScalars:scalars
+                         shape:shape
+                       strides:@[]
+                dimensionOrder:@[]
+                      dataType:static_cast<ExecuTorchDataType>(utils::deduceType(scalars.firstObject))
+                 shapeDynamism:ExecuTorchShapeDynamismDynamicBound];
+}
+
+- (instancetype)initWithScalars:(NSArray<NSNumber *> *)scalars {
+  return [self initWithScalars:scalars
+                         shape:@[@(scalars.count)]
+                       strides:@[]
+                dimensionOrder:@[]
+                      dataType:static_cast<ExecuTorchDataType>(utils::deduceType(scalars.firstObject))
+                 shapeDynamism:ExecuTorchShapeDynamismDynamicBound];
+}
+
 @end
diff --git a/extension/apple/ExecuTorch/__tests__/TensorTest.swift b/extension/apple/ExecuTorch/__tests__/TensorTest.swift
index 69f20a03348..9d540bfa1a4 100644
--- a/extension/apple/ExecuTorch/__tests__/TensorTest.swift
+++ b/extension/apple/ExecuTorch/__tests__/TensorTest.swift
@@ -225,12 +225,12 @@ class TensorTest: XCTestCase {
   }
 
   func testInitScalarsFloat() {
-    let data: [Float] = [1.0, 2.0, 3.0, 4.0, 5.0, 6.0]
-    let tensor = Tensor(data.map(NSNumber.init), shape: [2, 3], strides: [3, 1], dimensionOrder: [0, 1], dataType: .float, shapeDynamism: .dynamicBound)
+    let data: [Float] = [1, 2, 3, 4, 5, 6]
+    let tensor = Tensor(data.map(NSNumber.init))
     XCTAssertEqual(tensor.dataType, .float)
-    XCTAssertEqual(tensor.shape, [2, 3])
-    XCTAssertEqual(tensor.strides, [3, 1])
-    XCTAssertEqual(tensor.dimensionOrder, [0, 1])
+    XCTAssertEqual(tensor.shape, [6])
+    XCTAssertEqual(tensor.strides, [1])
+    XCTAssertEqual(tensor.dimensionOrder, [0])
     XCTAssertEqual(tensor.count, 6)
     tensor.bytes { pointer, count, dataType in
       XCTAssertEqual(Array(UnsafeBufferPointer(start: pointer.assumingMemoryBound(to: Float.self), count: count)), data)