diff --git a/kohya_gui/class_sd3.py b/kohya_gui/class_sd3.py
index feeaf3c5..5939c260 100644
--- a/kohya_gui/class_sd3.py
+++ b/kohya_gui/class_sd3.py
@@ -195,6 +195,28 @@ def noise_offset_type_change(
                         info="Cache text encoder outputs to disk to speed up inference",
                         interactive=True,
                     )
+                with gr.Row():
+                    self.clip_l_dropout_rate = gr.Number(
+                        label="CLIP-L Dropout Rate",
+                        value=self.config.get("sd3.clip_l_dropout_rate", 0.0),
+                        interactive=True,
+                        minimum=0.0,
+                        info="Dropout rate for CLIP-L encoder"
+                    )
+                    self.clip_g_dropout_rate = gr.Number(
+                        label="CLIP-G Dropout Rate",
+                        value=self.config.get("sd3.clip_g_dropout_rate", 0.0),
+                        interactive=True,
+                        minimum=0.0,
+                        info="Dropout rate for CLIP-G encoder"
+                    )
+                    self.t5_dropout_rate = gr.Number(
+                        label="T5 Dropout Rate",
+                        value=self.config.get("sd3.t5_dropout_rate", 0.0),
+                        interactive=True,
+                        minimum=0.0,
+                        info="Dropout rate for T5-XXL encoder"
+                    )
                 with gr.Row():
                     self.sd3_fused_backward_pass = gr.Checkbox(
                         label="Fused Backward Pass",
@@ -207,6 +229,18 @@ def noise_offset_type_change(
                         info="Disable memory mapping when loading the model's .safetensors in SDXL.",
                         value=self.config.get("sd3.disable_mmap_load_safetensors", False),
                     )
+                    self.enable_scaled_pos_embed = gr.Checkbox(
+                        label="Enable Scaled Positional Embeddings",
+                        info="Enable scaled positional embeddings in the model.",
+                        value=self.config.get("sd3.enable_scaled_pos_embed", False),
+                    )
+                    self.pos_emb_random_crop_rate = gr.Number(
+                        label="Positional Embedding Random Crop Rate",
+                        value=self.config.get("sd3.pos_emb_random_crop_rate", 0.0),
+                        interactive=True,
+                        minimum=0.0,
+                        info="Random crop rate for positional embeddings"
+                    )
 
                 self.sd3_checkbox.change(
                     lambda sd3_checkbox: gr.Accordion(visible=sd3_checkbox),
diff --git a/kohya_gui/lora_gui.py b/kohya_gui/lora_gui.py
index 07264db2..3d4ebfab 100644
--- a/kohya_gui/lora_gui.py
+++ b/kohya_gui/lora_gui.py
@@ -309,13 +309,18 @@ def save_configuration(
     sd3_cache_text_encoder_outputs_to_disk,
     sd3_fused_backward_pass,
     clip_g,
+    clip_g_dropout_rate,
     sd3_clip_l,
+    sd3_clip_l_dropout_rate,
     sd3_disable_mmap_load_safetensors,
+    sd3_enable_scaled_pos_embed,
     logit_mean,
     logit_std,
     mode_scale,
+    pos_emb_random_crop_rate,
     save_clip,
     save_t5xxl,
+    sd3_t5_dropout_rate,
     sd3_t5xxl,
     t5xxl_device,
     t5xxl_dtype,
@@ -598,13 +603,18 @@ def open_configuration(
     sd3_cache_text_encoder_outputs_to_disk,
     sd3_fused_backward_pass,
     clip_g,
+    clip_g_dropout_rate,
     sd3_clip_l,
+    sd3_clip_l_dropout_rate,
     sd3_disable_mmap_load_safetensors,
+    sd3_enable_scaled_pos_embed,
     logit_mean,
     logit_std,
     mode_scale,
+    pos_emb_random_crop_rate,
     save_clip,
     save_t5xxl,
+    sd3_t5_dropout_rate,
     sd3_t5xxl,
     t5xxl_device,
     t5xxl_dtype,
@@ -921,13 +931,18 @@ def train_model(
     sd3_cache_text_encoder_outputs_to_disk,
     sd3_fused_backward_pass,
     clip_g,
+    clip_g_dropout_rate,
     sd3_clip_l,
+    sd3_clip_l_dropout_rate,
     sd3_disable_mmap_load_safetensors,
+    sd3_enable_scaled_pos_embed,
     logit_mean,
     logit_std,
     mode_scale,
+    pos_emb_random_crop_rate,
     save_clip,
     save_t5xxl,
+    sd3_t5_dropout_rate,
     sd3_t5xxl,
     t5xxl_device,
     t5xxl_dtype,
@@ -1643,12 +1658,17 @@ def train_model(
         # "cache_text_encoder_outputs": see previous assignment above for code
         # "cache_text_encoder_outputs_to_disk": see previous assignment above for code
         "clip_g": clip_g if sd3_checkbox else None,
+        "clip_g_dropout_rate": clip_g_dropout_rate if sd3_checkbox else None,
         "clip_l": clip_l_value,
+        "clip_l_dropout_rate": sd3_clip_l_dropout_rate if sd3_checkbox else None,
+        "enable_scaled_pos_embed": sd3_enable_scaled_pos_embed if sd3_checkbox else None,
         "logit_mean": logit_mean if sd3_checkbox else None,
         "logit_std": logit_std if sd3_checkbox else None,
         "mode_scale": mode_scale if sd3_checkbox else None,
+        "pos_emb_random_crop_rate": pos_emb_random_crop_rate if sd3_checkbox else None,
         "save_clip": save_clip if sd3_checkbox else None,
         "save_t5xxl": save_t5xxl if sd3_checkbox else None,
+        "t5_dropout_rate": sd3_t5_dropout_rate if sd3_checkbox else None,
         # "t5xxl": see previous assignment above for code
         "t5xxl_device": t5xxl_device if sd3_checkbox else None,
         "t5xxl_dtype": t5xxl_dtype if sd3_checkbox else None,
@@ -2886,13 +2906,18 @@ def update_LoRA_settings(
             sd3_training.sd3_cache_text_encoder_outputs,
             sd3_training.sd3_cache_text_encoder_outputs_to_disk,
             sd3_training.clip_g,
+            sd3_training.clip_g_dropout_rate,
             sd3_training.clip_l,
+            sd3_training.clip_l_dropout_rate,
             sd3_training.disable_mmap_load_safetensors,
+            sd3_training.enable_scaled_pos_embed,
             sd3_training.logit_mean,
             sd3_training.logit_std,
             sd3_training.mode_scale,
+            sd3_training.pos_emb_random_crop_rate,
             sd3_training.save_clip,
             sd3_training.save_t5xxl,
+            sd3_training.t5_dropout_rate,
             sd3_training.t5xxl,
             sd3_training.t5xxl_device,
             sd3_training.t5xxl_dtype,