Robotics
PyTorch
Cosmos
xperience10m_task_baseline_suite
embodied-ai
multimodal
xperience-10m
baseline
evaluation
qwen3-omni
Instructions to use cy0307/ropedia-xperience-10m-task-baselines with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Cosmos
How to use cy0307/ropedia-xperience-10m-task-baselines with Cosmos:
# No code snippets available yet for this library. # To use this model, check the repository files and the library's documentation. # Want to help? PRs adding snippets are welcome at: # https://github.com/huggingface/huggingface.js
- Notebooks
- Google Colab
- Kaggle
| # Task Method 20-Result Matrix | |
| Every method has one record for each of the 20 unified task contracts. Numeric scores appear only where a committed runner or verified package produced that task target. | |
| Legend: `score` = direct numeric task score and `proxy` = documented compact substitute target. The current public matrix is complete at 180/180 scored records; unsupported/not-evaluated labels are retained only for future regression audits. | |
| | Method | Records | Scored | Proxy scored | Scoreless | Status counts | | |
| | --- | ---: | ---: | ---: | ---: | --- | | |
| | Minimal | 20 | 20 | 0 | 0 | scored 20 | | |
| | Neural MLP | 20 | 20 | 0 | 0 | scored 20 | | |
| | 128ep Aligned Simple | 20 | 20 | 1 | 0 | proxy scored 1, scored 19 | | |
| | 128ep Aligned NN | 20 | 20 | 1 | 0 | proxy scored 1, scored 19 | | |
| | 128ep Raw Simple | 20 | 20 | 2 | 0 | proxy scored 2, scored 18 | | |
| | 128ep Raw NN | 20 | 20 | 2 | 0 | proxy scored 2, scored 18 | | |
| | Qwen3-Omni v6 LoRA | 20 | 20 | 0 | 0 | scored 20 | | |
| | Cosmos3-Super Reasoner | 20 | 20 | 0 | 0 | scored 20 | | |
| | Cosmos3-Nano Future Window | 20 | 20 | 0 | 0 | scored 20 | | |
| | # | Task | Min | NN | 128-S | 128-NN | 128-RS | 128-RN | Qwen3 | C3-S | C3-N | | |
| | ---: | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | | |
| | 01 | Action Recognition | score | score | score | score | score | score | score | score | score | | |
| | 02 | Procedure Step Recognition | score | score | score | score | score | score | score | score | score | | |
| | 03 | Action Boundary Detection | score | score | score | score | score | score | score | score | score | | |
| | 04 | Next-Action Prediction | score | score | score | score | score | score | score | score | score | | |
| | 05 | Hand Trajectory Forecasting | score | score | score | score | score | score | score | score | score | | |
| | 06 | Contact State Prediction | score | score | score | score | score | score | score | score | score | | |
| | 07 | Object Relevance Prediction | score | score | score | score | score | score | score | score | score | | |
| | 08 | Language Grounding | score | score | score | score | score | score | score | score | score | | |
| | 09 | Cross-Modal Retrieval | score | score | score | score | score | score | score | score | score | | |
| | 10 | Cross-Modal Reconstruction | score | score | score | score | score | score | score | score | score | | |
| | 11 | Temporal Order Verification | score | score | score | score | score | score | score | score | score | | |
| | 12 | Multimodal Synchronization Detection | score | score | score | score | score | score | score | score | score | | |
| | 13 | Long-Horizon Next-Action Forecasting | score | score | score | score | score | score | score | score | score | | |
| | 14 | Long-Horizon Next-Subtask Forecasting | score | score | score | score | score | score | score | score | score | | |
| | 15 | Interaction Text Prediction | score | score | score | score | proxy | proxy | score | score | score | | |
| | 16 | Action-Object Relation Prediction | score | score | score | score | score | score | score | score | score | | |
| | 17 | Future Object-Set Forecasting | score | score | score | score | score | score | score | score | score | | |
| | 18 | IMU-to-Hand Pose Reconstruction | score | score | score | score | score | score | score | score | score | | |
| | 19 | Camera-View Synchronization Retrieval | score | score | proxy | proxy | proxy | proxy | score | score | score | | |
| | 20 | Time-to-Next-Transition Regression | score | score | score | score | score | score | score | score | score | | |
| Sources and raw values are in `docs/data/task_method_20_result_matrix.json` and `docs/data/unified_task_model_radar.json`. | |