diff --git a/crates/burn-tch/src/ops/base.rs b/crates/burn-tch/src/ops/base.rs
index ed4ea4750..cc6577404 100644
--- a/crates/burn-tch/src/ops/base.rs
+++ b/crates/burn-tch/src/ops/base.rs
@@ -496,8 +496,9 @@ impl<E: tch::kind::Element + Copy + Default> TchOps<E> {
         tensor: TchTensor<E, D>,
         shape: Shape<D2>,
     ) -> TchTensor<E, D2> {
-        let tensor = tensor.tensor.broadcast_to(shape.dims.map(|x| x as i64));
-        TchTensor::new(tensor)
+        let storage = tensor.storage.clone();
+        let broadcasted_tensor = tensor.tensor.broadcast_to(shape.dims.map(|x| x as i64));
+        TchTensor::from_existing(broadcasted_tensor, storage)
     }
 
     pub fn sort<const D: usize>(
diff --git a/crates/burn-tch/src/tensor.rs b/crates/burn-tch/src/tensor.rs
index bc4db651f..148c3ee43 100644
--- a/crates/burn-tch/src/tensor.rs
+++ b/crates/burn-tch/src/tensor.rs
@@ -60,13 +60,16 @@ impl Storage {
     }
 }
 
-/// A tensor that uses the tch backend.
+/// A tensor using the tch backend.
 #[derive(Debug, PartialEq)]
 pub struct TchTensor<E: tch::kind::Element, const D: usize> {
     /// Handle to the tensor. Call methods on this field.
     pub tensor: tch::Tensor,
+
     /// The tensor's storage
     pub storage: Storage,
+
+    /// The element type of the tensor.
     phantom: PhantomData<E>,
 }
 
@@ -84,8 +87,8 @@ impl<E: tch::kind::Element, const D: usize> TchTensor<E, D> {
 
         Self {
             tensor,
-            phantom: PhantomData,
             storage,
+            phantom: PhantomData,
         }
     }
 
@@ -158,7 +161,17 @@ unsafe impl<E: tch::kind::Element, const D: usize> Send for TchTensor<E, D> {}
 unsafe impl<E: tch::kind::Element, const D: usize> Sync for TchTensor<E, D> {}
 
 impl<P: tch::kind::Element, const D: usize> TchTensor<P, D> {
-    /// Execute an operation on a tensor if the data can be reused.
+    /// Checks if the tensor can be mutated in-place.
+    ///
+    /// Returns `true` if the tensor's stride does not contain zero (no broadcasting)
+    /// and the storage can be mutated.
+    pub fn can_mut(&self) -> bool {
+        let stride_contains_zero = self.tensor.stride().iter().any(|&s| s == 0);
+
+        !stride_contains_zero && self.storage.can_mut()
+    }
+
+    /// Executes an operation on a tensor if the data can be reused.
     pub fn mut_ops<
         F: Fn(&mut tch::Tensor) -> tch::Tensor,
         EOut: tch::kind::Element,
@@ -167,14 +180,15 @@ impl<P: tch::kind::Element, const D: usize> TchTensor<P, D> {
         &mut self,
         func: F,
     ) -> Option<TchTensor<EOut, D_OUT>> {
-        if !self.storage.can_mut() {
+        if !self.can_mut() {
             return None;
         }
 
         let data = self.storage.clone();
         Some(TchTensor::from_existing(func(&mut self.tensor), data))
     }
-    /// Execute a unary ops reusing the tensor data if possible.
+
+    /// Executes a unary operation, reusing the tensor data if possible.
     pub fn unary_ops<FOwn, FRef, EOut: tch::kind::Element, const D_OUT: usize>(
         self,
         fown: FOwn,
@@ -184,14 +198,14 @@ impl<P: tch::kind::Element, const D: usize> TchTensor<P, D> {
         FOwn: Fn(tch::Tensor) -> tch::Tensor,
         FRef: Fn(&tch::Tensor) -> tch::Tensor,
     {
-        if !self.storage.can_mut() {
+        if !self.can_mut() {
             return TchTensor::from_existing(fref(&self.tensor), self.storage);
         }
 
         TchTensor::from_existing(fown(self.tensor), self.storage)
     }
 
-    /// Execute a binary ops reusing the tensor data if possible.
+    /// Executes a binary operation, reusing the tensor data if possible.
     pub fn binary_ops_tensor<FLMut, FRMut, FRef, EOut: tch::kind::Element, const D_OUT: usize>(
         mut lhs: Self,
         mut rhs: Self,
@@ -214,14 +228,14 @@ impl<P: tch::kind::Element, const D: usize> TchTensor<P, D> {
 
         let num_elements_out = out_shape.num_elements();
 
-        // Safe to mut lhs tensor.
+        // Attempt to mutate lhs tensor
         if lhs_shape.num_elements() == num_elements_out {
             if let Some(output) = lhs.mut_ops(|lhs| flmut(lhs, &rhs.tensor)) {
                 return output;
             }
         }
 
-        // Safe to mut rhs tensor.
+        // Attempt to mutate rhs tensor
         if rhs_shape.num_elements() == num_elements_out {
             if let Some(output) = rhs.mut_ops(|rhs| frmut(&lhs.tensor, rhs)) {
                 return output;
diff --git a/crates/burn-tensor/src/tests/ops/expand.rs b/crates/burn-tensor/src/tests/ops/expand.rs
index 7c223ec24..3ac85d17e 100644
--- a/crates/burn-tensor/src/tests/ops/expand.rs
+++ b/crates/burn-tensor/src/tests/ops/expand.rs
@@ -115,4 +115,16 @@ mod tests {
         let tensor = TestTensorInt::<1>::from([1, 2, 3]);
         let _expanded_tensor = tensor.expand([-1, 3]);
     }
+
+    /// Regression test for https://github.com/tracel-ai/burn/issues/2091
+    #[test]
+    fn inplace_op_after_expand() {
+        let tensor = TestTensorInt::<1>::from([1, 2, 3]);
+        let mut output = tensor.expand([2, 3]);
+        output = output + 1;
+
+        output
+            .into_data()
+            .assert_eq(&TensorData::from([[2, 3, 4], [2, 3, 4]]), false);
+    }
 }