| --- |
| license: other |
| license_name: flux-2-dev-non-commercial-for-images |
| task_categories: |
| - text-to-video |
| configs: |
| - config_name: worldstate_bench |
| data_files: data/cases.parquet |
| tags: |
| - world-models |
| - benchmark |
| - interactive-video |
| - game-generation |
| size_categories: |
| - small |
| --- |
| |
| # StateWorldModel — assets & benchmark dataset |
|
|
| Companion data for the code release of **"State World Models: Execute the |
| Rules, Generate the Pixels"** (StatefulHarness + WorldState-Bench). |
|
|
| > **Paper**: [State World Models: Execute the Rules, Generate the Pixels](https://arxiv.org/abs/2610.26811) (arXiv:2610.26811) |
|
|
| One repo, |
| two independent subtrees — download only what you need: |
|
|
| | Subtree | Size | What it is | |
| |---|---|---| |
| | `assets/` | ~94 MB | First-frame images for the 20 games of StatefulHarness (`agentic_game/`): `assets/adv/<character>/` (story games), `assets/duel/` (combat), `assets/openworld/` (6 scenes) — consumed by the game code, fetched via `download_assets.py` | |
| | `data/cases/` | ~63 MB | **WorldState-Bench**: 50 counterfactual hidden-state twin pairs (B01–B50, 100 clips) — shared FLUX.2 first frame + executable rule program + pre-written judge questions per twin | |
| | `data/cases.parquet` | 4 MB | Flattened metadata table (one row per twin, 100 rows) with an embedded 640px first-frame preview per row (`preview`); the full-resolution frame is at `image_path` — the dataset-viewer table | |
|
|
| Both subtrees mirror the layout of the code repository, so the in-repo |
| downloaders place files where the code expects them: |
|
|
| ```bash |
| # inside a checkout of the code repository |
| cd agentic_game && python download_assets.py # → agentic_game/assets/ |
| cd worldstate_bench && python download_data.py # → worldstate_bench/data/cases/ |
| ``` |
|
|
| Mirrored on ModelScope: [Louis0411/StateWorldModel](https://modelscope.cn/datasets/Louis0411/StateWorldModel) |
| (same layout; download with the `modelscope` SDK if that is more convenient). |
|
|
| ## Dataset structure (WorldState-Bench) |
|
|
| Each `data/cases/B*/` folder is one counterfactual pair: |
|
|
| - `input.png` — the shared first frame (FLUX.2, 1280×720, audited so that no |
| visual cue reveals the hidden value; EXIF carries seed/steps/gate) |
| - `case_A.json` / `case_B.json` — the two twin records: instruction, hidden |
| state, executable rule (DSL), gold endings, and the pre-written |
| fixed-choice judge questions. Expected outcomes are derived mechanically |
| from the rule program (no human-written gold). |
| - `card_A.txt` / `card_B.txt` — human/model-readable cards |
|
|
| Field-by-field schema, the generation pipeline, and the evaluation protocol: |
| see `README.md` / `USAGE.md` in the `worldstate_bench/` folder of the code |
| repository. |
|
|
| ## License / terms |
|
|
| - Code (the companion repository): Apache-2.0. |
| - The first frames in `data/cases/` (and the adv/openworld images in |
| `assets/`) are generated with FLUX.2-dev; the FLUX.2 [dev] Non-Commercial |
| License governs these derived images. |
| - Baseline wrapper code in the repository that adapts HunyuanVideo-1.5 |
| retains the Tencent Hunyuan community license header. |
|
|
| ## Citation |
|
|
| ```bibtex |
| @article{stateworldmodels2026, |
| title = {State World Models: Execute the Rules, Generate the Pixels}, |
| author = {Chan, Yan Ki and Zhang, Yanran and Zheng, Wenzhao and Wang, Xiaofeng and Zhu, Zheng and Chen, Lei and Zhou, Jie and Lu, Jiwen}, |
| journal = {arXiv preprint arXiv:2610.26811}, |
| year = {2026}, |
| url = {https://arxiv.org/abs/2610.26811} |
| } |
| ``` |
|
|
| Preprint entry; TODO: replace with the camera-ready entry on acceptance. |
|
|
