diff --git a/concept_erasure/leace.py b/concept_erasure/leace.py
index c599a80..ce58f36 100644
--- a/concept_erasure/leace.py
+++ b/concept_erasure/leace.py
@@ -46,6 +46,14 @@ def __call__(self, x: Tensor) -> Tensor:
         x_ = x - (delta @ self.proj_right.mH) @ self.proj_left.mH
         return x_.type_as(x)
 
+    def to(self, device: torch.device | str) -> "LeaceEraser":
+        """Move eraser to a new device."""
+        return LeaceEraser(
+            self.proj_left.to(device),
+            self.proj_right.to(device),
+            self.bias.to(device) if self.bias is not None else None,
+        )
+
 
 class LeaceFitter:
     """Fits an affine transform that surgically erases a concept from a representation.
diff --git a/concept_erasure/oracle.py b/concept_erasure/oracle.py
index ae0a2f2..e1ac16b 100644
--- a/concept_erasure/oracle.py
+++ b/concept_erasure/oracle.py
@@ -27,6 +27,10 @@ def __call__(self, x: Tensor, z: Tensor) -> Tensor:
 
         return x.sub(expected_x).type_as(x)
 
+    def to(self, device: torch.device | str) -> "OracleEraser":
+        """Move eraser to a new device."""
+        return OracleEraser(self.coef.to(device), self.mean_z.to(device))
+
 
 class OracleFitter:
     """Compute stats needed for surgically erasing a concept Z from a random vector X.
diff --git a/concept_erasure/quadratic.py b/concept_erasure/quadratic.py
index 75ad21d..480049f 100644
--- a/concept_erasure/quadratic.py
+++ b/concept_erasure/quadratic.py
@@ -38,6 +38,14 @@ def __call__(self, x: Tensor, z: Tensor) -> Tensor:
         # Efficiently group `x` by `z`, optimally transport each group, then coalesce
         return groupby(x, z).map(self.optimal_transport).coalesce()
 
+    def to(self, device: torch.device | str) -> "QuadraticEraser":
+        """Move eraser to a new device."""
+        return QuadraticEraser(
+            self.class_means.to(device),
+            self.global_mean.to(device),
+            self.ot_maps.to(device),
+        )
+
 
 @dataclass(frozen=True)
 class QuadraticEditor:
diff --git a/concept_erasure/scrubbing/neox.py b/concept_erasure/scrubbing/neox.py
index b435ee7..0fb44e9 100644
--- a/concept_erasure/scrubbing/neox.py
+++ b/concept_erasure/scrubbing/neox.py
@@ -6,10 +6,12 @@
 from tqdm.auto import tqdm
 from transformers import (
     GPTNeoXForCausalLM,
-    GPTNeoXLayer,
     GPTNeoXModel,
 )
-from transformers.models.gpt_neox.modeling_gpt_neox import GPTNeoXAttention
+from transformers.models.gpt_neox.modeling_gpt_neox import (
+    GPTNeoXAttention,
+    GPTNeoXLayer,
+)
 
 from concept_erasure import ConceptScrubber, ErasureMethod, LeaceFitter
 from concept_erasure.utils import assert_type