Datasets:
Add files using upload-large-folder tool
Browse files- README.md +248 -0
- cylinderTorsion3D/train-00000-of-00001.parquet +3 -0
- doubleSlitInterference/train-00000-of-00001.parquet +3 -0
- dye2d/train-00000-of-00001.parquet +3 -0
- flowpastcylinder2d/train-00000-of-00001.parquet +3 -0
- hyperelasticNeoHookeanCuboid3D/train-00000-of-00001.parquet +3 -0
- longCuboidBending3D/train-00000-of-00001.parquet +3 -0
- pendulum/train-00000-of-00001.parquet +3 -0
- rigidCollision/train-00000-of-00001.parquet +3 -0
- sphereDrop3D/train-00000-of-00001.parquet +3 -0
- totalInternalReflection/train-00000-of-00001.parquet +3 -0
README.md
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| 1 |
+
---
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| 2 |
+
license: apache-2.0
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| 3 |
+
task_categories:
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| 4 |
+
- video-classification
|
| 5 |
+
tags:
|
| 6 |
+
- physics
|
| 7 |
+
- video-regression
|
| 8 |
+
- benchmark
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| 9 |
+
- physical-laws
|
| 10 |
+
size_categories:
|
| 11 |
+
- 1K<n<10K
|
| 12 |
+
configs:
|
| 13 |
+
- config_name: pendulum
|
| 14 |
+
data_files:
|
| 15 |
+
- split: train
|
| 16 |
+
path: pendulum/train-*.parquet
|
| 17 |
+
- config_name: rigidCollision
|
| 18 |
+
data_files:
|
| 19 |
+
- split: train
|
| 20 |
+
path: rigidCollision/train-*.parquet
|
| 21 |
+
- config_name: sphereDrop3D
|
| 22 |
+
data_files:
|
| 23 |
+
- split: train
|
| 24 |
+
path: sphereDrop3D/train-*.parquet
|
| 25 |
+
- config_name: dye2d
|
| 26 |
+
data_files:
|
| 27 |
+
- split: train
|
| 28 |
+
path: dye2d/train-*.parquet
|
| 29 |
+
- config_name: flowpastcylinder2d
|
| 30 |
+
data_files:
|
| 31 |
+
- split: train
|
| 32 |
+
path: flowpastcylinder2d/train-*.parquet
|
| 33 |
+
- config_name: totalInternalReflection
|
| 34 |
+
data_files:
|
| 35 |
+
- split: train
|
| 36 |
+
path: totalInternalReflection/train-*.parquet
|
| 37 |
+
- config_name: doubleSlitInterference
|
| 38 |
+
data_files:
|
| 39 |
+
- split: train
|
| 40 |
+
path: doubleSlitInterference/train-*.parquet
|
| 41 |
+
- config_name: cylinderTorsion3D
|
| 42 |
+
data_files:
|
| 43 |
+
- split: train
|
| 44 |
+
path: cylinderTorsion3D/train-*.parquet
|
| 45 |
+
- config_name: longCuboidBending3D
|
| 46 |
+
data_files:
|
| 47 |
+
- split: train
|
| 48 |
+
path: longCuboidBending3D/train-*.parquet
|
| 49 |
+
- config_name: hyperelasticNeoHookeanCuboid3D
|
| 50 |
+
data_files:
|
| 51 |
+
- split: train
|
| 52 |
+
path: hyperelasticNeoHookeanCuboid3D/train-*.parquet
|
| 53 |
+
dataset_info:
|
| 54 |
+
- config_name: pendulum
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| 55 |
+
features:
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| 56 |
+
- name: family
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| 57 |
+
dtype: string
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| 58 |
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- name: id
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| 59 |
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dtype: string
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| 60 |
+
- name: video
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| 61 |
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dtype: video
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| 62 |
+
- name: regression_attribute
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| 63 |
+
dtype: string
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| 64 |
+
- name: regression_value
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| 65 |
+
dtype: float64
|
| 66 |
+
splits:
|
| 67 |
+
- name: train
|
| 68 |
+
num_examples: 500
|
| 69 |
+
- config_name: rigidCollision
|
| 70 |
+
features:
|
| 71 |
+
- name: family
|
| 72 |
+
dtype: string
|
| 73 |
+
- name: id
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| 74 |
+
dtype: string
|
| 75 |
+
- name: video
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| 76 |
+
dtype: video
|
| 77 |
+
- name: regression_attribute
|
| 78 |
+
dtype: string
|
| 79 |
+
- name: regression_value
|
| 80 |
+
dtype: float64
|
| 81 |
+
splits:
|
| 82 |
+
- name: train
|
| 83 |
+
num_examples: 500
|
| 84 |
+
- config_name: sphereDrop3D
|
| 85 |
+
features:
|
| 86 |
+
- name: family
|
| 87 |
+
dtype: string
|
| 88 |
+
- name: id
|
| 89 |
+
dtype: string
|
| 90 |
+
- name: video
|
| 91 |
+
dtype: video
|
| 92 |
+
- name: regression_attribute
|
| 93 |
+
dtype: string
|
| 94 |
+
- name: regression_value
|
| 95 |
+
dtype: float64
|
| 96 |
+
splits:
|
| 97 |
+
- name: train
|
| 98 |
+
num_examples: 500
|
| 99 |
+
- config_name: dye2d
|
| 100 |
+
features:
|
| 101 |
+
- name: family
|
| 102 |
+
dtype: string
|
| 103 |
+
- name: id
|
| 104 |
+
dtype: string
|
| 105 |
+
- name: video
|
| 106 |
+
dtype: video
|
| 107 |
+
- name: regression_attribute
|
| 108 |
+
dtype: string
|
| 109 |
+
- name: regression_value
|
| 110 |
+
dtype: float64
|
| 111 |
+
splits:
|
| 112 |
+
- name: train
|
| 113 |
+
num_examples: 500
|
| 114 |
+
- config_name: flowpastcylinder2d
|
| 115 |
+
features:
|
| 116 |
+
- name: family
|
| 117 |
+
dtype: string
|
| 118 |
+
- name: id
|
| 119 |
+
dtype: string
|
| 120 |
+
- name: video
|
| 121 |
+
dtype: video
|
| 122 |
+
- name: regression_attribute
|
| 123 |
+
dtype: string
|
| 124 |
+
- name: regression_value
|
| 125 |
+
dtype: float64
|
| 126 |
+
splits:
|
| 127 |
+
- name: train
|
| 128 |
+
num_examples: 500
|
| 129 |
+
- config_name: totalInternalReflection
|
| 130 |
+
features:
|
| 131 |
+
- name: family
|
| 132 |
+
dtype: string
|
| 133 |
+
- name: id
|
| 134 |
+
dtype: string
|
| 135 |
+
- name: video
|
| 136 |
+
dtype: video
|
| 137 |
+
- name: regression_attribute
|
| 138 |
+
dtype: string
|
| 139 |
+
- name: regression_value
|
| 140 |
+
dtype: float64
|
| 141 |
+
splits:
|
| 142 |
+
- name: train
|
| 143 |
+
num_examples: 500
|
| 144 |
+
- config_name: doubleSlitInterference
|
| 145 |
+
features:
|
| 146 |
+
- name: family
|
| 147 |
+
dtype: string
|
| 148 |
+
- name: id
|
| 149 |
+
dtype: string
|
| 150 |
+
- name: video
|
| 151 |
+
dtype: video
|
| 152 |
+
- name: regression_attribute
|
| 153 |
+
dtype: string
|
| 154 |
+
- name: regression_value
|
| 155 |
+
dtype: float64
|
| 156 |
+
splits:
|
| 157 |
+
- name: train
|
| 158 |
+
num_examples: 500
|
| 159 |
+
- config_name: cylinderTorsion3D
|
| 160 |
+
features:
|
| 161 |
+
- name: family
|
| 162 |
+
dtype: string
|
| 163 |
+
- name: id
|
| 164 |
+
dtype: string
|
| 165 |
+
- name: video
|
| 166 |
+
dtype: video
|
| 167 |
+
- name: regression_attribute
|
| 168 |
+
dtype: string
|
| 169 |
+
- name: regression_value
|
| 170 |
+
dtype: float64
|
| 171 |
+
splits:
|
| 172 |
+
- name: train
|
| 173 |
+
num_examples: 500
|
| 174 |
+
- config_name: longCuboidBending3D
|
| 175 |
+
features:
|
| 176 |
+
- name: family
|
| 177 |
+
dtype: string
|
| 178 |
+
- name: id
|
| 179 |
+
dtype: string
|
| 180 |
+
- name: video
|
| 181 |
+
dtype: video
|
| 182 |
+
- name: regression_attribute
|
| 183 |
+
dtype: string
|
| 184 |
+
- name: regression_value
|
| 185 |
+
dtype: float64
|
| 186 |
+
splits:
|
| 187 |
+
- name: train
|
| 188 |
+
num_examples: 500
|
| 189 |
+
- config_name: hyperelasticNeoHookeanCuboid3D
|
| 190 |
+
features:
|
| 191 |
+
- name: family
|
| 192 |
+
dtype: string
|
| 193 |
+
- name: id
|
| 194 |
+
dtype: string
|
| 195 |
+
- name: video
|
| 196 |
+
dtype: video
|
| 197 |
+
- name: regression_attribute
|
| 198 |
+
dtype: string
|
| 199 |
+
- name: regression_value
|
| 200 |
+
dtype: float64
|
| 201 |
+
splits:
|
| 202 |
+
- name: train
|
| 203 |
+
num_examples: 500
|
| 204 |
+
---
|
| 205 |
+
|
| 206 |
+
# World Embedding Regression
|
| 207 |
+
|
| 208 |
+
World Embedding Regression is the physical-property regression dataset from the
|
| 209 |
+
[World Embedding Benchmark](https://arxiv.org/pdf/2610.03632). It contains
|
| 210 |
+
5,000 simulation videos across 10 physics families, with 500 examples in each
|
| 211 |
+
dataset configuration.
|
| 212 |
+
|
| 213 |
+
## Usage
|
| 214 |
+
|
| 215 |
+
```python
|
| 216 |
+
from datasets import load_dataset
|
| 217 |
+
|
| 218 |
+
dataset = load_dataset(
|
| 219 |
+
"World-Representation-Lab/World-Embedding-Regression",
|
| 220 |
+
"pendulum",
|
| 221 |
+
split="train",
|
| 222 |
+
)
|
| 223 |
+
```
|
| 224 |
+
|
| 225 |
+
## Fields
|
| 226 |
+
|
| 227 |
+
- `family`: physics family.
|
| 228 |
+
- `id`: unique example identifier.
|
| 229 |
+
- `video`: simulation video.
|
| 230 |
+
- `regression_attribute`: physical quantity to predict.
|
| 231 |
+
- `regression_value`: continuous target value.
|
| 232 |
+
|
| 233 |
+
The fixed test and scaling splits used by the benchmark are distributed with
|
| 234 |
+
the [evaluation code](https://github.com/World-Representation-Lab/World-Embedding-Benchmark).
|
| 235 |
+
|
| 236 |
+
## Citation
|
| 237 |
+
|
| 238 |
+
```bibtex
|
| 239 |
+
@misc{liu2026worldembeddingbenchmark,
|
| 240 |
+
title = {World Embedding Benchmark},
|
| 241 |
+
author = {Yiqi Liu and Ruifeng Yuan and Yang Wang and Long Li and Fengyu Cai and Hou Pong Chan and Jialin Yu and Hao Zhang and Chenghua Lin and Chenghao Xiao},
|
| 242 |
+
year = {2026},
|
| 243 |
+
eprint = {2610.03632},
|
| 244 |
+
archivePrefix = {arXiv},
|
| 245 |
+
primaryClass = {cs.CV},
|
| 246 |
+
url = {https://arxiv.org/abs/2610.03632}
|
| 247 |
+
}
|
| 248 |
+
```
|
cylinderTorsion3D/train-00000-of-00001.parquet
ADDED
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| 1 |
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version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:8d5dc51c1b7b7135406a7297c6ef13f90106e8806441b95ee1d4fea57e50b50f
|
| 3 |
+
size 27470067
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doubleSlitInterference/train-00000-of-00001.parquet
ADDED
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| 1 |
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version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:7f458743abe493df344e5fc8e3939fb261a844852d6d20b973a4503be9c7b6e9
|
| 3 |
+
size 43194040
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dye2d/train-00000-of-00001.parquet
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| 1 |
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version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:3f7a5bd1f7c31c56974c5fa6e1454a9c1ee72bbd150e3bc52a6bcb68a114cb15
|
| 3 |
+
size 5926164
|
flowpastcylinder2d/train-00000-of-00001.parquet
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| 1 |
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version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:1270915490112af450044f64f566db1e5491cdfff636396e2926be7e98695688
|
| 3 |
+
size 75211130
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hyperelasticNeoHookeanCuboid3D/train-00000-of-00001.parquet
ADDED
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| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:a5e3b22bdef9d687905286615871e304a889bdfed2800fb92761132f986dee88
|
| 3 |
+
size 57630323
|
longCuboidBending3D/train-00000-of-00001.parquet
ADDED
|
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| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
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