diff --git a/pytensor/link/pytorch/dispatch/basic.py b/pytensor/link/pytorch/dispatch/basic.py
index 11e1d6c63a..6cf4f29aab 100644
--- a/pytensor/link/pytorch/dispatch/basic.py
+++ b/pytensor/link/pytorch/dispatch/basic.py
@@ -19,6 +19,7 @@
     Eye,
     Join,
     MakeVector,
+    Split,
     TensorFromScalar,
 )
 
@@ -185,3 +186,11 @@ def tensorfromscalar(x):
         return torch.as_tensor(x)
 
     return tensorfromscalar
+
+
+@pytorch_funcify.register(Split)
+def pytorch_funcify_Split(op, node, **kwargs):
+    def inner_fn(x, dim, split_amounts):
+        return x.split(split_amounts.tolist(), dim=dim.item())
+
+    return inner_fn
diff --git a/pytensor/link/pytorch/dispatch/scalar.py b/pytensor/link/pytorch/dispatch/scalar.py
index 1416e58f55..2505ef655a 100644
--- a/pytensor/link/pytorch/dispatch/scalar.py
+++ b/pytensor/link/pytorch/dispatch/scalar.py
@@ -5,11 +5,17 @@
 from pytensor.link.pytorch.dispatch.basic import pytorch_funcify
 from pytensor.scalar.basic import (
     Cast,
+    Invert,
     ScalarOp,
 )
 from pytensor.scalar.math import Softplus
 
 
+@pytorch_funcify.register(Invert)
+def pytorch_funcify_invert(op, node, **kwargs):
+    return torch.bitwise_not
+
+
 @pytorch_funcify.register(ScalarOp)
 def pytorch_funcify_ScalarOp(op, node, **kwargs):
     """Return pytorch function that implements the same computation as the Scalar Op.