diff --git a/README.md b/README.md
index 94de904..02fa8d5 100644
--- a/README.md
+++ b/README.md
@@ -42,4 +42,13 @@ Masked autoencoder pretraining has been shown to improve reconstruction and clas
 | Project Title | Author | Year |
 | :------------ | ------ | ---: |
 | Particle Masking Autoencoder | Eric Reinhardt | 2023 |
-| Hybrid ParT and L-GATr Transformers | Thanh "James" Nguyen | 2025 |
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+| Hybrid ParT and L-GATr Transformers | Thanh "James" Nguyen | 2025 |
+
+
+## 🐳 Docker Setup (Reproducible Environment)
+
+This project provides a Docker setup to ensure a consistent and reproducible environment.
+
+### Build the Docker image
+```bash
+docker build -t cms-ml4sci .
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