diff --git a/tfjs-converter/src/operations/executors/slice_join_executor.ts b/tfjs-converter/src/operations/executors/slice_join_executor.ts
index e7a0965bd4c..99f8bf22f98 100644
--- a/tfjs-converter/src/operations/executors/slice_join_executor.ts
+++ b/tfjs-converter/src/operations/executors/slice_join_executor.ts
@@ -77,13 +77,7 @@ export const executeOp: InternalOpExecutor = (node: Node,
       const shrinkAxisMask =
           getParamValue('shrinkAxisMask', node, tensorMap, context) as number;
       const tensor = getParamValue('x', node, tensorMap, context) as tfc.Tensor;
-      if (begin.length === 1 && tensor.shape.length > 1) {
-        for (let i = 1; i < tensor.shape.length; i++) {
-          begin.push(0);
-          end.push(tensor.shape[i]);
-          strides.push(strides[0]);
-        }
-      }
+
       return [tfc.stridedSlice(
           tensor, begin, end, strides, beginMask, endMask, ellipsisMask,
           newAxisMask, shrinkAxisMask)];
diff --git a/tfjs-core/src/ops/cumsum.ts b/tfjs-core/src/ops/cumsum.ts
index 857a4f62cfc..96a62e32ded 100644
--- a/tfjs-core/src/ops/cumsum.ts
+++ b/tfjs-core/src/ops/cumsum.ts
@@ -24,7 +24,7 @@ import {GradSaveFunc, NamedTensorMap} from '../tensor_types';
 import {convertToTensor} from '../tensor_util_env';
 import {TensorLike} from '../types';
 
-import {getAxesPermutation, getInnerMostAxes} from './axis_util';
+import {getAxesPermutation, getInnerMostAxes, getUndoAxesPermutation} from './axis_util';
 import {op} from './operation';
 import {transpose} from './transpose';
 
@@ -66,7 +66,8 @@ function cumsum_<T extends Tensor>(
         save([$x]);
 
         if (permutation != null) {
-          value = transpose(value, permutation);
+          const reversePermutation = getUndoAxesPermutation(permutation);
+          value = transpose(value, reversePermutation);
         }
         return value;
       };
diff --git a/tfjs-core/src/ops/cumsum_test.ts b/tfjs-core/src/ops/cumsum_test.ts
index b6c4205ac0d..b56e86f62a9 100644
--- a/tfjs-core/src/ops/cumsum_test.ts
+++ b/tfjs-core/src/ops/cumsum_test.ts
@@ -93,6 +93,11 @@ describeWithFlags('cumsum', ALL_ENVS, () => {
     expectArraysClose(await res.data(), [0, 1, 2, 5, 4, 9, 6, 13]);
   });
 
+  it('handle permutation properly', async () => {
+    const res = tf.ones([1, 240, 1, 10]).cumsum(1);
+    expect(res.shape).toEqual([1, 240, 1, 10]);
+  });
+
   it('throws when passed a non-tensor', () => {
     expect(() => tf.cumsum({} as tf.Tensor))
         .toThrowError(/Argument 'x' passed to 'cumsum' must be a Tensor/);
diff --git a/tfjs-core/src/ops/slice_util.ts b/tfjs-core/src/ops/slice_util.ts
index 9889cbb4c26..10799d2a57b 100644
--- a/tfjs-core/src/ops/slice_util.ts
+++ b/tfjs-core/src/ops/slice_util.ts
@@ -150,6 +150,11 @@ export function stopIndicesWithElidedDims(
   }
 
   for (let i = 0; i < newIndices.length; i++) {
+    // Handle negative indices
+    const axisSize = inputShape[i];
+    if (newIndices[i] < 0) {
+      newIndices[i] += axisSize;
+    }
     newIndices[i] = util.clamp(0, newIndices[i], inputShape[i]);
   }
   return newIndices;
diff --git a/tfjs-core/src/ops/strided_slice_test.ts b/tfjs-core/src/ops/strided_slice_test.ts
index 49a1dc2754c..4e4d2d3be7d 100644
--- a/tfjs-core/src/ops/strided_slice_test.ts
+++ b/tfjs-core/src/ops/strided_slice_test.ts
@@ -446,6 +446,12 @@ describeWithFlags('stridedSlice', ALL_ENVS, () => {
         .toThrowError(/Argument 'x' passed to 'stridedSlice' must be a Tensor/);
   });
 
+  it('stridedSlice should handle negative end with ellipsisMask', () => {
+    const a = tf.ones([1, 240, 1, 10]);
+    const output =
+        tf.stridedSlice(a, [0, 0, 0], [0, -1, 0], [1, 1, 1], 3, 1, 4);
+    expect(output.shape).toEqual([1, 239, 1, 10]);
+  });
   it('accepts a tensor-like object', async () => {
     const tensor = [0, 1, 2, 3];
     const output = tf.stridedSlice(tensor, [0], [3], [2]);