diff --git a/examples/offline_inference/spec_decode.py b/examples/offline_inference/spec_decode.py
index 5af232cb6af6a..004e75b204642 100644
--- a/examples/offline_inference/spec_decode.py
+++ b/examples/offline_inference/spec_decode.py
@@ -53,7 +53,6 @@ def parse_args():
         "--method",
         type=str,
         default="eagle",
-        choices=["ngram", "eagle", "eagle3", "mtp"],
     )
     parser.add_argument("--num-spec-tokens", type=int, default=2)
     parser.add_argument("--prompt-lookup-max", type=int, default=5)
@@ -118,6 +117,11 @@ def main():
             "prompt_lookup_max": args.prompt_lookup_max,
             "prompt_lookup_min": args.prompt_lookup_min,
         }
+    elif args.method.endswith("mtp"):
+        speculative_config = {
+            "method": args.method,
+            "num_speculative_tokens": args.num_spec_tokens,
+        }
     else:
         raise ValueError(f"unknown method: {args.method}")
 
diff --git a/vllm/config/speculative.py b/vllm/config/speculative.py
index fca8c28e5c61e..2c861723c3966 100644
--- a/vllm/config/speculative.py
+++ b/vllm/config/speculative.py
@@ -31,7 +31,7 @@ logger = init_logger(__name__)
 
 SpeculativeMethod = Literal["ngram", "eagle", "eagle3", "medusa",
                             "mlp_speculator", "draft_model", "deepseek_mtp",
-                            "ernie_mtp", "qwen3_next_mtp"]
+                            "ernie_mtp", "qwen3_next_mtp", "mimo_mtp"]
 
 
 @config
diff --git a/vllm/model_executor/models/mimo_mtp.py b/vllm/model_executor/models/mimo_mtp.py
index ac835edc001ea..09194e9f95d0e 100644
--- a/vllm/model_executor/models/mimo_mtp.py
+++ b/vllm/model_executor/models/mimo_mtp.py
@@ -241,6 +241,15 @@ class MiMoMTP(nn.Module):
 
     def map_model_name_to_mtp_param_name(self, name: str) -> str:
         import regex as re
+
+        # append mtp_start_layer_idx
+        pattern = r"(model\.mtp_layers\.)(\d+)(\.)"
+        match = re.match(pattern, name)
+        if match:
+            original_num = int(match.group(2))
+            new_num = original_num + self.config.num_hidden_layers
+            name = name.replace(match.group(), f"{match.group(1)}{new_num}.")
+        # check for early turn
         name_without_prefix = [
             "token_layernorm", "hidden_layernorm", "input_proj",
             "final_layernorm"
@@ -248,10 +257,11 @@ class MiMoMTP(nn.Module):
         for sub_name in name_without_prefix:
             if sub_name in name:
                 return name
-        pattern = r"model.mtp_layers.(\d+)."
-        group = re.match(pattern, name)
-        if group is not None:
-            name = name.replace(group.group(), group.group() + "mtp_block.")
+        # add mtp_block
+        pattern = r"(model\.mtp_layers\.\d+\.)"
+        match = re.match(pattern, name)
+        if match:
+            name = name.replace(match.group(), match.group() + "mtp_block.")
         return name
 
     def _rewrite_spec_layer_name(self, spec_layer: int, name: str) -> str: