Datasets:

KAIST-SmartDesignLab
/

DeepJEB-PP

@@ -28,7 +28,7 @@ tags:
 <p align="center">
   <a href="https://arxiv.org/abs/2606.12994"><img src="https://img.shields.io/badge/arXiv-2606.12994-b31b1b.svg" alt="arXiv"></a>
   <a href="https://huggingface.co/datasets/KAIST-SmartDesignLab/DeepJEB-PP"><img src="https://img.shields.io/badge/%F0%9F%A4%97%20Hugging%20Face-Dataset-ffb000.svg" alt="Hugging Face Dataset"></a>
-  <img src="https://img.shields.io/badge/Status-Under%20Review-orange.svg" alt="Status: Under Review">
   <img src="https://img.shields.io/badge/license-ODC--By%201.0-blue.svg" alt="License: ODC-By 1.0">
 </p>
@@ -55,10 +55,11 @@ tags:
 ## News
 - **2026-09 — v1.2.** Added `reproducibility/` artifacts (VLM prompts, 112-word defect vocabulary, scoring manifest, train/test split files) for pipeline reproducibility. No changes to meshes, labels, or fields — v1.1 downloads remain valid.
 - **2026-07 — v1.1.** The torsional moment is now applied about the **Z-axis** `(0, 0, 1)` to match the SimJEB reference torsion condition (v1.0 applied it about the Y-axis), and `tor_maxvm` was added to the labels. Vertical / horizontal / diagonal loads, geometry, meshes and boundary conditions are unchanged. If you already downloaded v1.0, apply the lightweight [torsion patch](#usage) instead of re-downloading the full ~29 GB (pin `revision="v1.0"` for the original).
 - **2026-06** — DeepJEB++ released on Hugging Face: **15,360** designs with surface meshes, boundary conditions, per-load FEA surface fields, and scalar labels (incl. mass).
-- **2026-06** — Preprint on arXiv ([2606.12994](https://arxiv.org/abs/2606.12994)); manuscript **under review**.
 ---

 <p align="center">
   <a href="https://arxiv.org/abs/2606.12994"><img src="https://img.shields.io/badge/arXiv-2606.12994-b31b1b.svg" alt="arXiv"></a>
   <a href="https://huggingface.co/datasets/KAIST-SmartDesignLab/DeepJEB-PP"><img src="https://img.shields.io/badge/%F0%9F%A4%97%20Hugging%20Face-Dataset-ffb000.svg" alt="Hugging Face Dataset"></a>
+  <img src="https://img.shields.io/badge/Journal%20of%20Mechanical%20Design-Accepted-2ea44f.svg" alt="Journal of Mechanical Design: Accepted">
   <img src="https://img.shields.io/badge/license-ODC--By%201.0-blue.svg" alt="License: ODC-By 1.0">
 </p>
 ## News
+- **2026-09 — Accepted.** The DeepJEB++ paper has been **accepted** for publication in the *ASME Journal of Mechanical Design*.
 - **2026-09 — v1.2.** Added `reproducibility/` artifacts (VLM prompts, 112-word defect vocabulary, scoring manifest, train/test split files) for pipeline reproducibility. No changes to meshes, labels, or fields — v1.1 downloads remain valid.
 - **2026-07 — v1.1.** The torsional moment is now applied about the **Z-axis** `(0, 0, 1)` to match the SimJEB reference torsion condition (v1.0 applied it about the Y-axis), and `tor_maxvm` was added to the labels. Vertical / horizontal / diagonal loads, geometry, meshes and boundary conditions are unchanged. If you already downloaded v1.0, apply the lightweight [torsion patch](#usage) instead of re-downloading the full ~29 GB (pin `revision="v1.0"` for the original).
 - **2026-06** — DeepJEB++ released on Hugging Face: **15,360** designs with surface meshes, boundary conditions, per-load FEA surface fields, and scalar labels (incl. mass).
+- **2026-06** — Preprint on arXiv ([2606.12994](https://arxiv.org/abs/2606.12994)).
 ---