Update README.md

README.md

@@ -81,7 +81,7 @@ processor = AutoImageProcessor.from_pretrained("JessicaE/physics-vit-standard")
 # Load your physics image
 image = Image.open("physics_simulation.png").convert('RGB')
 
-# ⚠️ CRITICAL: Apply custom preprocessing
+# Apply custom preprocessing
 image = expand_to_square(image, background_color=(128, 128, 128))
 image = image.resize((224, 224), Image.BILINEAR)
 
@@ -173,10 +173,10 @@ pip install transformers torch torchvision pillow
 
 ```bibtex
 @misc{physics-vit-2024,
-  title={Physics Foundation Vision Transformer for Scientific Computing},
+  title={PhySiViT : A Physics Simulation Vision Transformer},
   author={Jessica Ezemba, James Afful, Mei-Yu Wang},
-  year={2024},
-  howpublished={HuggingFace Model Hub},
+  year={2025},
+  howpublished={SC 2025 Research Poster},
   url={https://huggingface.co/JessicaE/physics-vit-standard}
 }
 ```