diff --git a/src/diffusers/loaders/lora_pipeline.py b/src/diffusers/loaders/lora_pipeline.py
index b0743d5a6ed5..467ae1ef125f 100644
--- a/src/diffusers/loaders/lora_pipeline.py
+++ b/src/diffusers/loaders/lora_pipeline.py
@@ -451,7 +451,11 @@ def fuse_lora(
         ```
         """
         super().fuse_lora(
-            components=components, lora_scale=lora_scale, safe_fusing=safe_fusing, adapter_names=adapter_names
+            components=components,
+            lora_scale=lora_scale,
+            safe_fusing=safe_fusing,
+            adapter_names=adapter_names,
+            **kwargs,
         )
 
     def unfuse_lora(self, components: List[str] = ["unet", "text_encoder"], **kwargs):
@@ -472,7 +476,7 @@ def unfuse_lora(self, components: List[str] = ["unet", "text_encoder"], **kwargs
                 Whether to unfuse the text encoder LoRA parameters. If the text encoder wasn't monkey-patched with the
                 LoRA parameters then it won't have any effect.
         """
-        super().unfuse_lora(components=components)
+        super().unfuse_lora(components=components, **kwargs)
 
 
 class StableDiffusionXLLoraLoaderMixin(LoraBaseMixin):
@@ -891,7 +895,11 @@ def fuse_lora(
         ```
         """
         super().fuse_lora(
-            components=components, lora_scale=lora_scale, safe_fusing=safe_fusing, adapter_names=adapter_names
+            components=components,
+            lora_scale=lora_scale,
+            safe_fusing=safe_fusing,
+            adapter_names=adapter_names,
+            **kwargs,
         )
 
     def unfuse_lora(self, components: List[str] = ["unet", "text_encoder", "text_encoder_2"], **kwargs):
@@ -912,7 +920,7 @@ def unfuse_lora(self, components: List[str] = ["unet", "text_encoder", "text_enc
                 Whether to unfuse the text encoder LoRA parameters. If the text encoder wasn't monkey-patched with the
                 LoRA parameters then it won't have any effect.
         """
-        super().unfuse_lora(components=components)
+        super().unfuse_lora(components=components, **kwargs)
 
 
 class SD3LoraLoaderMixin(LoraBaseMixin):
@@ -1290,7 +1298,11 @@ def fuse_lora(
         ```
         """
         super().fuse_lora(
-            components=components, lora_scale=lora_scale, safe_fusing=safe_fusing, adapter_names=adapter_names
+            components=components,
+            lora_scale=lora_scale,
+            safe_fusing=safe_fusing,
+            adapter_names=adapter_names,
+            **kwargs,
         )
 
     # Copied from diffusers.loaders.lora_pipeline.StableDiffusionXLLoraLoaderMixin.unfuse_lora with unet->transformer
@@ -1312,7 +1324,7 @@ def unfuse_lora(self, components: List[str] = ["transformer", "text_encoder", "t
                 Whether to unfuse the text encoder LoRA parameters. If the text encoder wasn't monkey-patched with the
                 LoRA parameters then it won't have any effect.
         """
-        super().unfuse_lora(components=components)
+        super().unfuse_lora(components=components, **kwargs)
 
 
 class FluxLoraLoaderMixin(LoraBaseMixin):
@@ -1828,7 +1840,11 @@ def fuse_lora(
             )
 
         super().fuse_lora(
-            components=components, lora_scale=lora_scale, safe_fusing=safe_fusing, adapter_names=adapter_names
+            components=components,
+            lora_scale=lora_scale,
+            safe_fusing=safe_fusing,
+            adapter_names=adapter_names,
+            **kwargs,
         )
 
     def unfuse_lora(self, components: List[str] = ["transformer", "text_encoder"], **kwargs):
@@ -1849,7 +1865,7 @@ def unfuse_lora(self, components: List[str] = ["transformer", "text_encoder"], *
         if hasattr(transformer, "_transformer_norm_layers") and transformer._transformer_norm_layers:
             transformer.load_state_dict(transformer._transformer_norm_layers, strict=False)
 
-        super().unfuse_lora(components=components)
+        super().unfuse_lora(components=components, **kwargs)
 
     # We override this here account for `_transformer_norm_layers` and `_overwritten_params`.
     def unload_lora_weights(self, reset_to_overwritten_params=False):
@@ -2548,7 +2564,11 @@ def fuse_lora(
         ```
         """
         super().fuse_lora(
-            components=components, lora_scale=lora_scale, safe_fusing=safe_fusing, adapter_names=adapter_names
+            components=components,
+            lora_scale=lora_scale,
+            safe_fusing=safe_fusing,
+            adapter_names=adapter_names,
+            **kwargs,
         )
 
     def unfuse_lora(self, components: List[str] = ["transformer"], **kwargs):
@@ -2566,7 +2586,7 @@ def unfuse_lora(self, components: List[str] = ["transformer"], **kwargs):
             components (`List[str]`): List of LoRA-injectable components to unfuse LoRA from.
             unfuse_transformer (`bool`, defaults to `True`): Whether to unfuse the UNet LoRA parameters.
         """
-        super().unfuse_lora(components=components)
+        super().unfuse_lora(components=components, **kwargs)
 
 
 class Mochi1LoraLoaderMixin(LoraBaseMixin):
@@ -2852,7 +2872,11 @@ def fuse_lora(
         ```
         """
         super().fuse_lora(
-            components=components, lora_scale=lora_scale, safe_fusing=safe_fusing, adapter_names=adapter_names
+            components=components,
+            lora_scale=lora_scale,
+            safe_fusing=safe_fusing,
+            adapter_names=adapter_names,
+            **kwargs,
         )
 
     # Copied from diffusers.loaders.lora_pipeline.CogVideoXLoraLoaderMixin.unfuse_lora
@@ -2871,7 +2895,7 @@ def unfuse_lora(self, components: List[str] = ["transformer"], **kwargs):
             components (`List[str]`): List of LoRA-injectable components to unfuse LoRA from.
             unfuse_transformer (`bool`, defaults to `True`): Whether to unfuse the UNet LoRA parameters.
         """
-        super().unfuse_lora(components=components)
+        super().unfuse_lora(components=components, **kwargs)
 
 
 class LTXVideoLoraLoaderMixin(LoraBaseMixin):
@@ -3157,7 +3181,11 @@ def fuse_lora(
         ```
         """
         super().fuse_lora(
-            components=components, lora_scale=lora_scale, safe_fusing=safe_fusing, adapter_names=adapter_names
+            components=components,
+            lora_scale=lora_scale,
+            safe_fusing=safe_fusing,
+            adapter_names=adapter_names,
+            **kwargs,
         )
 
     # Copied from diffusers.loaders.lora_pipeline.CogVideoXLoraLoaderMixin.unfuse_lora
@@ -3176,7 +3204,7 @@ def unfuse_lora(self, components: List[str] = ["transformer"], **kwargs):
             components (`List[str]`): List of LoRA-injectable components to unfuse LoRA from.
             unfuse_transformer (`bool`, defaults to `True`): Whether to unfuse the UNet LoRA parameters.
         """
-        super().unfuse_lora(components=components)
+        super().unfuse_lora(components=components, **kwargs)
 
 
 class SanaLoraLoaderMixin(LoraBaseMixin):
@@ -3462,7 +3490,11 @@ def fuse_lora(
         ```
         """
         super().fuse_lora(
-            components=components, lora_scale=lora_scale, safe_fusing=safe_fusing, adapter_names=adapter_names
+            components=components,
+            lora_scale=lora_scale,
+            safe_fusing=safe_fusing,
+            adapter_names=adapter_names,
+            **kwargs,
         )
 
     # Copied from diffusers.loaders.lora_pipeline.CogVideoXLoraLoaderMixin.unfuse_lora
@@ -3481,7 +3513,7 @@ def unfuse_lora(self, components: List[str] = ["transformer"], **kwargs):
             components (`List[str]`): List of LoRA-injectable components to unfuse LoRA from.
             unfuse_transformer (`bool`, defaults to `True`): Whether to unfuse the UNet LoRA parameters.
         """
-        super().unfuse_lora(components=components)
+        super().unfuse_lora(components=components, **kwargs)
 
 
 class HunyuanVideoLoraLoaderMixin(LoraBaseMixin):
@@ -3770,7 +3802,11 @@ def fuse_lora(
         ```
         """
         super().fuse_lora(
-            components=components, lora_scale=lora_scale, safe_fusing=safe_fusing, adapter_names=adapter_names
+            components=components,
+            lora_scale=lora_scale,
+            safe_fusing=safe_fusing,
+            adapter_names=adapter_names,
+            **kwargs,
         )
 
     # Copied from diffusers.loaders.lora_pipeline.CogVideoXLoraLoaderMixin.unfuse_lora
@@ -3789,7 +3825,7 @@ def unfuse_lora(self, components: List[str] = ["transformer"], **kwargs):
             components (`List[str]`): List of LoRA-injectable components to unfuse LoRA from.
             unfuse_transformer (`bool`, defaults to `True`): Whether to unfuse the UNet LoRA parameters.
         """
-        super().unfuse_lora(components=components)
+        super().unfuse_lora(components=components, **kwargs)
 
 
 class Lumina2LoraLoaderMixin(LoraBaseMixin):
@@ -4079,7 +4115,11 @@ def fuse_lora(
         ```
         """
         super().fuse_lora(
-            components=components, lora_scale=lora_scale, safe_fusing=safe_fusing, adapter_names=adapter_names
+            components=components,
+            lora_scale=lora_scale,
+            safe_fusing=safe_fusing,
+            adapter_names=adapter_names,
+            **kwargs,
         )
 
     # Copied from diffusers.loaders.lora_pipeline.SanaLoraLoaderMixin.unfuse_lora
@@ -4098,7 +4138,7 @@ def unfuse_lora(self, components: List[str] = ["transformer"], **kwargs):
             components (`List[str]`): List of LoRA-injectable components to unfuse LoRA from.
             unfuse_transformer (`bool`, defaults to `True`): Whether to unfuse the UNet LoRA parameters.
         """
-        super().unfuse_lora(components=components)
+        super().unfuse_lora(components=components, **kwargs)
 
 
 class WanLoraLoaderMixin(LoraBaseMixin):
@@ -4384,7 +4424,11 @@ def fuse_lora(
         ```
         """
         super().fuse_lora(
-            components=components, lora_scale=lora_scale, safe_fusing=safe_fusing, adapter_names=adapter_names
+            components=components,
+            lora_scale=lora_scale,
+            safe_fusing=safe_fusing,
+            adapter_names=adapter_names,
+            **kwargs,
         )
 
     # Copied from diffusers.loaders.lora_pipeline.CogVideoXLoraLoaderMixin.unfuse_lora
@@ -4403,7 +4447,7 @@ def unfuse_lora(self, components: List[str] = ["transformer"], **kwargs):
             components (`List[str]`): List of LoRA-injectable components to unfuse LoRA from.
             unfuse_transformer (`bool`, defaults to `True`): Whether to unfuse the UNet LoRA parameters.
         """
-        super().unfuse_lora(components=components)
+        super().unfuse_lora(components=components, **kwargs)
 
 
 class CogView4LoraLoaderMixin(LoraBaseMixin):
@@ -4689,7 +4733,11 @@ def fuse_lora(
         ```
         """
         super().fuse_lora(
-            components=components, lora_scale=lora_scale, safe_fusing=safe_fusing, adapter_names=adapter_names
+            components=components,
+            lora_scale=lora_scale,
+            safe_fusing=safe_fusing,
+            adapter_names=adapter_names,
+            **kwargs,
         )
 
     # Copied from diffusers.loaders.lora_pipeline.CogVideoXLoraLoaderMixin.unfuse_lora
@@ -4708,7 +4756,7 @@ def unfuse_lora(self, components: List[str] = ["transformer"], **kwargs):
             components (`List[str]`): List of LoRA-injectable components to unfuse LoRA from.
             unfuse_transformer (`bool`, defaults to `True`): Whether to unfuse the UNet LoRA parameters.
         """
-        super().unfuse_lora(components=components)
+        super().unfuse_lora(components=components, **kwargs)
 
 
 class LoraLoaderMixin(StableDiffusionLoraLoaderMixin):