diff --git a/cpp/include/torch_tensorrt/macros.h b/cpp/include/torch_tensorrt/macros.h
index 90fab3afcc..bdb0a30115 100644
--- a/cpp/include/torch_tensorrt/macros.h
+++ b/cpp/include/torch_tensorrt/macros.h
@@ -24,7 +24,7 @@
 #define STR(x) XSTR(x)
 
 #define TORCH_TENSORRT_MAJOR_VERSION 2
-#define TORCH_TENSORRT_MINOR_VERSION 5
+#define TORCH_TENSORRT_MINOR_VERSION 6
 #define TORCH_TENSORRT_PATCH_VERSION 0
 #define TORCH_TENSORRT_VERSION      \
   STR(TORCH_TENSORRT_MAJOR_VERSION) \
diff --git a/py/requirements.txt b/py/requirements.txt
index 15d359fbc3..361afab365 100644
--- a/py/requirements.txt
+++ b/py/requirements.txt
@@ -2,7 +2,7 @@ numpy
 packaging
 pybind11==2.6.2
 --extra-index-url https://download.pytorch.org/whl/nightly/cu124
-torch>=2.5.0.dev,<2.6.0
+torch>=2.6.0.dev,<2.7.0
 torchvision>=0.20.0.dev,<0.21.0
 --extra-index-url https://pypi.ngc.nvidia.com
 pyyaml
diff --git a/py/torch_tensorrt/dynamo/lowering/_decompositions.py b/py/torch_tensorrt/dynamo/lowering/_decompositions.py
index 8c391afa5b..534bc3eac5 100644
--- a/py/torch_tensorrt/dynamo/lowering/_decompositions.py
+++ b/py/torch_tensorrt/dynamo/lowering/_decompositions.py
@@ -3,7 +3,7 @@
 from typing import Any, Callable, Dict, List, Optional
 
 import torch
-from torch._decomp import register_decomposition
+from torch._decomp import _decomp_table_to_post_autograd_aten, register_decomposition
 from torch._ops import OpOverload
 from torch_tensorrt.dynamo._defaults import default_device
 from torch_tensorrt.dynamo.conversion.converter_utils import get_positive_dim
@@ -394,4 +394,9 @@ def get_decompositions(
         }
         return {**CORE_ATEN_DECOMPOSITIONS_FILTERED, **TORCH_TRT_DECOMPOSITIONS}
     else:
-        return {**ENABLED_TORCH_DECOMPOSITIONS, **TORCH_TRT_DECOMPOSITIONS}
+        # changes made here due to torch2.6 changes https://github.com/pytorch/pytorch/pull/135080
+        return {
+            **ENABLED_TORCH_DECOMPOSITIONS,
+            **_decomp_table_to_post_autograd_aten(),
+            **TORCH_TRT_DECOMPOSITIONS,
+        }
diff --git a/pyproject.toml b/pyproject.toml
index 96bb6838ec..1284e458f4 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -9,7 +9,7 @@ requires = [
     "typing-extensions>=4.7.0",
     "future>=0.18.3",
     "tensorrt-cu12==10.3.0",
-    "torch>=2.5.0.dev,<2.6.0",
+    "torch>=2.6.0.dev,<2.7.0",
     "pybind11==2.6.2",
     "numpy",
 ]
@@ -54,7 +54,7 @@ keywords = [
     "inference",
 ]
 dependencies = [
-    "torch>=2.5.0.dev,<2.6.0",
+    "torch>=2.6.0.dev,<2.7.0",
     "tensorrt-cu12==10.3.0",
     "tensorrt-cu12-bindings==10.3.0",
     "tensorrt-cu12-libs==10.3.0",
diff --git a/version.txt b/version.txt
index b8feefb940..3d87ca93f8 100644
--- a/version.txt
+++ b/version.txt
@@ -1 +1 @@
-2.5.0a0
+2.6.0a0