| --- |
| pretty_name: DiBO Design-Bench Reproducibility Snapshot |
| tags: |
| - design-bench |
| - black-box-optimization |
| - offline-black-box-optimization |
| - reproducibility |
| - dibo |
| --- |
| |
| # DiBO Design-Bench Reproducibility Snapshot |
|
|
| This repository contains the exact `design_bench_data.zip` snapshot used in |
| the experiments for [Training Diffusion Language Models for Black-Box Optimization](https://huggingface.co/papers/2603.17919). |
| The artifact supports reproduction of the released DiBO training, |
| data-preparation, and evaluation workflows. |
|
|
| ## Scope |
|
|
| This repository is a DiBO reproducibility snapshot. It is not presented as the |
| official, canonical, complete, or latest Design-Bench distribution. |
|
|
| Users reproducing the released DiBO experiments should use this snapshot. For |
| upstream Design-Bench software, task definitions, and documentation, see |
| [Design-Bench](https://github.com/brandontrabucco/design-bench). For a more |
| comprehensive community-maintained/reference data mirror, see |
| [beckhamc/design_bench_data](https://huggingface.co/datasets/beckhamc/design_bench_data). |
|
|
| ## Comparison with the reference mirror |
|
|
| The snapshot was compared file-by-file with revision `79006c5105c6d0da75b2d9b599f31a5e74136778` of |
| `beckhamc/design_bench_data`. After removing the local archive's top-level |
| `design_bench_data/` prefix: |
|
|
| - 244 file paths were shared; |
| - all 244 shared files were byte-identical; |
| - every shared file used by TFBind8, TFBind10, Ant Morphology, and D'Kitty |
| Morphology was byte-identical; |
| - the local snapshot and the reference mirror differ in coverage. |
|
|
| The DiBO snapshot is smaller and does not contain every task or auxiliary file |
| in the more comprehensive reference mirror. See |
| [`SOURCE_COMPARISON.md`](SOURCE_COMPARISON.md) for exact methodology, |
| task-level counts, local-only files, reference-only files, and hashes. |
|
|
| ## Important preprocessing note |
|
|
| `design_bench_data.zip` is not itself the final DiBO `data/` directory. |
| Unzipping it does not directly produce all DiBO-specific task bundles, |
| relabeled morphology scores, prompt artifacts, reward statistics, or |
| normalization metadata. Use the released DiBO data-preparation pipeline and |
| follow [`data/README.md`](https://github.com/zpointS/DiBO/blob/main/data/README.md) |
| and [`docs/installation.md`](https://github.com/zpointS/DiBO/blob/main/docs/installation.md). |
|
|
| ## Download |
|
|
| ```bash |
| hf download zpointsun/DiBO-DesignBench-Snapshot design_bench_data.zip \ |
| --repo-type dataset --revision v1.0.0 --local-dir data/downloads |
| |
| python scripts/prepare_design_bench_data.py \ |
| --archive data/downloads/design_bench_data.zip |
| ``` |
|
|
| ## Artifact details |
|
|
| - Archive: `design_bench_data.zip` |
| - Archive byte size: 142,923,783 |
| - Archive SHA-256: `6a642d8b78f79ffb82ee6d7b73e2c4569c92e2f31a325cea32c4e7ef68e32e81` |
| - ZIP entries: 261 (247 files and 14 directories) |
| - Uncompressed bytes: 593,018,567 |
|
|
| The complete decompressed-member manifest is in `FILE_MANIFEST.csv`. |
|
|
| ## Citation |
|
|
| If you find DiBO helpful, please cite: |
|
|
| ```bibtex |
| @article{sun2026training, |
| title={Training diffusion language models for black-box optimization}, |
| author={Sun, Zipeng and Chen, Can and Yuan, Ye and Wu, Haolun and Gu, Jiayao and Pal, Christopher and Liu, Xue}, |
| journal={arXiv preprint arXiv:2603.17919}, |
| year={2026} |
| } |
| ``` |
|
|
