diff --git a/configs/torchdynamo/nvfuser-aot-speedup.yaml b/configs/torchdynamo/nvfuser-aot-speedup.yaml
index 78e61c23a4..976b2c56f2 100644
--- a/configs/torchdynamo/nvfuser-aot-speedup.yaml
+++ b/configs/torchdynamo/nvfuser-aot-speedup.yaml
@@ -7,4 +7,4 @@ args:
   # empty argument means the default pytorch eager mode
   - ""
   - "--torchdynamo nvfuser"
-  - "--torchdynamo aot_autograd_speedup_strategy"
+  - "--torchdynamo aot_nvfuser"
diff --git a/torchbenchmark/util/backends/torchdynamo.py b/torchbenchmark/util/backends/torchdynamo.py
index b9ebfe275e..e3ada15f55 100644
--- a/torchbenchmark/util/backends/torchdynamo.py
+++ b/torchbenchmark/util/backends/torchdynamo.py
@@ -5,16 +5,10 @@
 import functools
 from typing import List
 import torchdynamo
-from torchdynamo.optimizations.training import aot_autograd_speedup_strategy
-
-EXTRA_BACKENDS = {
-    "aot_autograd_speedup_strategy": aot_autograd_speedup_strategy,
-}
 
 def parse_torchdynamo_args(model: 'torchbenchmark.util.model.BenchmarkModel', dyamo_args: List[str]) -> argparse.Namespace:
     parser = argparse.ArgumentParser()
     available_backends = torchdynamo.list_backends()
-    available_backends.extend(EXTRA_BACKENDS.keys())
     parser.add_argument(
         "--torchdynamo", choices=available_backends, help="Specify torchdynamo backends"
     )
@@ -23,9 +17,7 @@ def parse_torchdynamo_args(model: 'torchbenchmark.util.model.BenchmarkModel', dy
 
 
 def apply_torchdynamo_args(model: 'torchbenchmark.util.model.BenchmarkModel', args: argparse.Namespace, precision: str):
-    if args.torchdynamo in EXTRA_BACKENDS:
-        model.add_context(functools.partial(torchdynamo.optimize, EXTRA_BACKENDS[args.torchdynamo]))
-    elif args.torchdynamo == "fx2trt" and precision == "fp16":
+    if args.torchdynamo == "fx2trt" and precision == "fp16":
         model.add_context(functools.partial(torchdynamo.optimize, torchdynamo.optimizations.backends.fx2trt_compiler_fp16))
     else:
         model.add_context(functools.partial(torchdynamo.optimize, args.torchdynamo))