diff --git a/tfjs-core/src/public/chained_ops/add.ts b/tfjs-core/src/public/chained_ops/add.ts
index 83ca43ed49b..8ad4ac94640 100644
--- a/tfjs-core/src/public/chained_ops/add.ts
+++ b/tfjs-core/src/public/chained_ops/add.ts
@@ -25,5 +25,6 @@ declare module '../../tensor' {
 }
 
 Tensor.prototype.add = function<T extends Tensor>(b: Tensor|TensorLike): T {
+  this.throwIfDisposed();
   return add(this, b);
 };
diff --git a/tfjs-core/src/public/chained_ops/batchnorm.ts b/tfjs-core/src/public/chained_ops/batchnorm.ts
index ce621c8eb04..84b3f1d67cd 100644
--- a/tfjs-core/src/public/chained_ops/batchnorm.ts
+++ b/tfjs-core/src/public/chained_ops/batchnorm.ts
@@ -21,20 +21,20 @@ import {Rank, TensorLike} from '../../types';
 declare module '../../tensor' {
   interface Tensor<R extends Rank = Rank> {
     batchNorm<T extends Tensor>(
-      mean: Tensor<R> | Tensor1D | TensorLike,
-      variance: Tensor<R> | Tensor1D | TensorLike,
-      offset?: Tensor<R> | Tensor1D | TensorLike,
-      scale?: Tensor<R> | Tensor1D | TensorLike,
-      varianceEpsilon?: number
-    ): Tensor<R>;
+        mean: Tensor<R>|Tensor1D|TensorLike,
+        variance: Tensor<R>|Tensor1D|TensorLike,
+        offset?: Tensor<R>|Tensor1D|TensorLike,
+        scale?: Tensor<R>|Tensor1D|TensorLike,
+        varianceEpsilon?: number): Tensor<R>;
   }
 }
 
-Tensor.prototype.batchNorm = function <R extends Rank>(
-  this: Tensor<R> | TensorLike, mean: Tensor<R> | Tensor1D | TensorLike,
-  variance: Tensor<R> | Tensor1D | TensorLike,
-  offset?: Tensor<R> | Tensor1D | TensorLike,
-  scale?: Tensor<R> | Tensor1D | TensorLike,
-  varianceEpsilon?: number): Tensor<R> {
+Tensor.prototype.batchNorm = function<R extends Rank>(
+    mean: Tensor<R>|Tensor1D|TensorLike,
+    variance: Tensor<R>|Tensor1D|TensorLike,
+    offset?: Tensor<R>|Tensor1D|TensorLike,
+    scale?: Tensor<R>|Tensor1D|TensorLike,
+    varianceEpsilon?: number): Tensor<R> {
+  this.throwIfDisposed();
   return batchNorm(this, mean, variance, offset, scale, varianceEpsilon);
 };
diff --git a/tfjs-core/src/public/chained_ops/broadcast_to.ts b/tfjs-core/src/public/chained_ops/broadcast_to.ts
index 49075b7df8a..187b17e20c8 100644
--- a/tfjs-core/src/public/chained_ops/broadcast_to.ts
+++ b/tfjs-core/src/public/chained_ops/broadcast_to.ts
@@ -27,5 +27,6 @@ declare module '../../tensor' {
 
 Tensor.prototype.broadcastTo = function<R extends Rank>(shape: ShapeMap[R]):
     Tensor<R> {
+  this.throwIfDisposed();
   return broadcastTo(this, shape);
 };
diff --git a/tfjs-core/src/public/chained_ops/div.ts b/tfjs-core/src/public/chained_ops/div.ts
index 5491e286965..8d32570eda3 100644
--- a/tfjs-core/src/public/chained_ops/div.ts
+++ b/tfjs-core/src/public/chained_ops/div.ts
@@ -26,5 +26,6 @@ declare module '../../tensor' {
 }
 
 Tensor.prototype.div = function<T extends Tensor>(b: Tensor|TensorLike): T {
+  this.throwIfDisposed();
   return div(this, b);
 };
diff --git a/tfjs-core/src/public/chained_ops/div_no_nan.ts b/tfjs-core/src/public/chained_ops/div_no_nan.ts
index ad09451be0f..89517f8c9f9 100644
--- a/tfjs-core/src/public/chained_ops/div_no_nan.ts
+++ b/tfjs-core/src/public/chained_ops/div_no_nan.ts
@@ -27,5 +27,6 @@ declare module '../../tensor' {
 
 Tensor.prototype.divNoNan = function<T extends Tensor>(b: Tensor|
                                                        TensorLike): T {
+  this.throwIfDisposed();
   return divNoNan(this, b);
 };
diff --git a/tfjs-core/src/public/chained_ops/one_hot.ts b/tfjs-core/src/public/chained_ops/one_hot.ts
index f6f6cf06f96..b3e523f3e74 100644
--- a/tfjs-core/src/public/chained_ops/one_hot.ts
+++ b/tfjs-core/src/public/chained_ops/one_hot.ts
@@ -27,5 +27,6 @@ declare module '../../tensor' {
 
 Tensor.prototype.oneHot = function(
     depth: number, onValue = 1, offValue = 0): Tensor {
+  this.throwIfDisposed();
   return oneHot(this, depth, onValue, offValue);
 };
diff --git a/tfjs-core/src/public/chained_ops/pad.ts b/tfjs-core/src/public/chained_ops/pad.ts
index 6be9d0037bb..deff71fe971 100644
--- a/tfjs-core/src/public/chained_ops/pad.ts
+++ b/tfjs-core/src/public/chained_ops/pad.ts
@@ -28,5 +28,6 @@ declare module '../../tensor' {
 
 Tensor.prototype.pad = function<T extends Tensor>(
     this: T, paddings: Array<[number, number]>, constantValue: number): T {
+  this.throwIfDisposed();
   return pad(this, paddings, constantValue);
 };
diff --git a/tfjs-core/src/public/chained_ops/squared_difference.ts b/tfjs-core/src/public/chained_ops/squared_difference.ts
index 3e65837001f..d5a0c91249f 100644
--- a/tfjs-core/src/public/chained_ops/squared_difference.ts
+++ b/tfjs-core/src/public/chained_ops/squared_difference.ts
@@ -27,5 +27,6 @@ declare module '../../tensor' {
 
 Tensor.prototype.squaredDifference = function<T extends Tensor>(b: Tensor|
                                                                 TensorLike): T {
+  this.throwIfDisposed();
   return squaredDifference(this, b);
 };
diff --git a/tfjs-core/src/public/chained_ops/tile.ts b/tfjs-core/src/public/chained_ops/tile.ts
index a586a3b8946..ebef41dad2a 100644
--- a/tfjs-core/src/public/chained_ops/tile.ts
+++ b/tfjs-core/src/public/chained_ops/tile.ts
@@ -26,5 +26,6 @@ declare module '../../tensor' {
 }
 
 Tensor.prototype.tile = function<T extends Tensor>(reps: number[]): T {
+  this.throwIfDisposed();
   return tile(this, reps) as T;
 };
diff --git a/tfjs-core/src/public/chained_ops/transpose.ts b/tfjs-core/src/public/chained_ops/transpose.ts
index fc0bc73336c..42d1da54fd7 100644
--- a/tfjs-core/src/public/chained_ops/transpose.ts
+++ b/tfjs-core/src/public/chained_ops/transpose.ts
@@ -27,5 +27,6 @@ declare module '../../tensor' {
 
 Tensor.prototype.transpose = function<T extends Tensor>(
     this: T, perm?: number[]): T {
+  this.throwIfDisposed();
   return transpose(this, perm);
 };