diff --git a/crates/burn-tch/src/tensor.rs b/crates/burn-tch/src/tensor.rs
index 49bfc9f40..7bd9ee747 100644
--- a/crates/burn-tch/src/tensor.rs
+++ b/crates/burn-tch/src/tensor.rs
@@ -9,13 +9,58 @@ use std::{marker::PhantomData, sync::Arc};
 #[allow(clippy::arc_with_non_send_sync)]
 pub type StorageRef = Arc<*mut c_void>;
 
+/// A reference to a tensor storage.
+#[derive(PartialEq, Debug, Clone)]
+pub enum Storage {
+    /// When a tensor is a partial view of another tensor.
+    View {
+        /// Storage reference for the whole buffer.
+        buffer_ref: StorageRef,
+        /// Storage reference for the partial buffer.
+        view_ref: StorageRef,
+    },
+    /// When a tensor use all of its buffer.
+    Owned {
+        /// Storage reference for the whole buffer.
+        buffer_ref: StorageRef,
+    },
+}
+
+impl Storage {
+    /// Check if the storage can be used inplace.
+    pub fn can_mut(&self) -> bool {
+        match self {
+            Storage::View {
+                buffer_ref: start_ref,
+                view_ref,
+            } => Arc::strong_count(start_ref) == 1 && Arc::strong_count(view_ref) == 1,
+            Storage::Owned {
+                buffer_ref: start_ref,
+            } => Arc::strong_count(start_ref) == 1,
+        }
+    }
+
+    /// Get the whole buffer reference.
+    pub fn buffer_ref(&self) -> &StorageRef {
+        match self {
+            Storage::View {
+                buffer_ref: start_ref,
+                view_ref: _,
+            } => start_ref,
+            Storage::Owned {
+                buffer_ref: start_ref,
+            } => start_ref,
+        }
+    }
+}
+
 /// A tensor that uses 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: StorageRef,
+    pub storage: Storage,
     phantom: PhantomData<E>,
 }
 
@@ -27,12 +72,14 @@ impl<E: tch::kind::Element, const D: usize> TchTensor<E, D> {
     /// instead.
     pub fn new(tensor: tch::Tensor) -> Self {
         #[allow(clippy::arc_with_non_send_sync)]
-        let data = Arc::new(tensor.data_ptr());
+        let storage = Storage::Owned {
+            buffer_ref: Arc::new(tensor.data_ptr()),
+        };
 
         Self {
             tensor,
             phantom: PhantomData,
-            storage: data,
+            storage,
         }
     }
 
@@ -40,13 +87,34 @@ impl<E: tch::kind::Element, const D: usize> TchTensor<E, D> {
     ///
     /// If the child tensor shared the same storage as its parent, it will be cloned, effectively
     /// tracking how much tensors point to the same memory space.
-    pub fn from_existing(tensor: tch::Tensor, storage_parent: StorageRef) -> Self {
+    pub fn from_existing(tensor: tch::Tensor, storage_parent: Storage) -> Self {
         let storage_child = tensor.data_ptr();
+        let mut is_a_new_tensor = true;
 
-        #[allow(clippy::arc_with_non_send_sync)]
-        let storage = match storage_child == *storage_parent {
-            true => storage_parent.clone(),
-            false => Arc::new(storage_child),
+        match &storage_parent {
+            Storage::View {
+                buffer_ref: start_ref,
+                view_ref,
+            } => {
+                if storage_child == *start_ref.as_ref() || storage_child == *view_ref.as_ref() {
+                    is_a_new_tensor = false;
+                }
+            }
+            Storage::Owned {
+                buffer_ref: start_ref,
+            } => {
+                if storage_child == *start_ref.as_ref() {
+                    is_a_new_tensor = false;
+                }
+            }
+        };
+
+        let storage = match is_a_new_tensor {
+            true => Storage::Owned {
+                #[allow(clippy::arc_with_non_send_sync)]
+                buffer_ref: Arc::new(storage_child),
+            },
+            false => storage_parent.clone(),
         };
 
         Self {
@@ -57,10 +125,15 @@ impl<E: tch::kind::Element, const D: usize> TchTensor<E, D> {
     }
 
     /// Create a tensor that uses a part of its parent tensor such as slice and narrow.
-    pub fn partial(tensor: tch::Tensor, storage_parent: StorageRef) -> Self {
+    pub fn partial(tensor: tch::Tensor, storage_parent: Storage) -> Self {
+        let storage = Storage::View {
+            buffer_ref: storage_parent.buffer_ref().clone(),
+            #[allow(clippy::arc_with_non_send_sync)]
+            view_ref: Arc::new(tensor.data_ptr()),
+        };
         Self {
             tensor,
-            storage: storage_parent,
+            storage,
             phantom: PhantomData,
         }
     }
@@ -96,7 +169,7 @@ impl<P: tch::kind::Element, const D: usize> TchTensor<P, D> {
         &mut self,
         func: F,
     ) -> Option<TchTensor<EOut, D_OUT>> {
-        if Arc::strong_count(&self.storage) > 1 {
+        if !self.storage.can_mut() {
             return None;
         }
 
@@ -113,7 +186,7 @@ impl<P: tch::kind::Element, const D: usize> TchTensor<P, D> {
         FOwn: Fn(tch::Tensor) -> tch::Tensor,
         FRef: Fn(&tch::Tensor) -> tch::Tensor,
     {
-        if Arc::strong_count(&self.storage) > 1 {
+        if !self.storage.can_mut() {
             return TchTensor::from_existing(fref(&self.tensor), self.storage);
         }
 
diff --git a/crates/burn-tensor/src/tests/ops/reshape.rs b/crates/burn-tensor/src/tests/ops/reshape.rs
index cc786dc2a..0e1c06f74 100644
--- a/crates/burn-tensor/src/tests/ops/reshape.rs
+++ b/crates/burn-tensor/src/tests/ops/reshape.rs
@@ -70,6 +70,18 @@ mod tests {
         assert_eq!(reshaped.shape(), [4, 3].into());
     }
 
+    #[test]
+    fn should_not_corrupt_after_slice() {
+        let zeros = Tensor::<TestBackend, 1>::zeros([2], &Default::default());
+        zeros.clone().slice([1..2]).reshape([1]).exp();
+
+        // May lead to zeroes being equal to [0.0, 1.0]
+        assert_eq!(
+            zeros.to_data(),
+            Tensor::<TestBackend, 1>::zeros([2], &Default::default()).to_data()
+        );
+    }
+
     #[test]
     #[should_panic]
     fn multiple_neg_ones() {