| --- |
| license: mit |
| tags: |
| - colliderml |
| - benchmark |
| - particle-physics |
| - tracking |
| pretty_name: ColliderML Benchmark Results |
| size_categories: |
| - n<1K |
| --- |
| |
| # ColliderML Benchmark Results |
|
|
| Machine-scored leaderboard results for the [ColliderML](https://github.com/OpenDataDetector/ColliderML) benchmark tasks. |
|
|
| ## Structure |
|
|
| ``` |
| results/ |
| {task}/ |
| {username}/ |
| {predictions_sha256}.json |
| ``` |
|
|
| Each JSON file records one scored submission: |
|
|
| | Field | Description | |
| |---|---| |
| | `submission_id` | UUID assigned by the backend | |
| | `task` | Benchmark task name (e.g. `tracking`) | |
| | `submitter` | HuggingFace username | |
| | `model_repo_id` | Optional link to the submitter's model repo | |
| | `submitted_at` | ISO 8601 timestamp | |
| | `scores` | Dict of metric name → value | |
| | `credits_earned` | Credits awarded for this submission | |
| | `is_baseline` | Whether this is a reference baseline | |
| | `predictions_sha256` | SHA-256 of the submitted parquet | |
|
|
| ## Tasks |
|
|
| | Task | Primary metric | Dataset | |
| |---|---|---| |
| | `tracking` | TrackML weighted efficiency | `ttbar_pu200` | |
| | `jets` | Jet classification AUC | `ttbar_pu200` | |
| | `anomaly` | Anomaly AUROC | mixed | |
| | `tracking_latency` | Inference latency (ms) | `ttbar_pu200` | |
| | `tracking_small` | TrackML eff under parameter budget | `ttbar_pu200` | |
| | `data_loading` | Load throughput (events/s) | `ttbar_pu0` | |
|
|
| ## Integration |
|
|
| Results are pushed automatically by the ColliderML backend after each scored submission. |
| The [ColliderML leaderboard Space](https://huggingface.co/spaces/OpenDataDetector/colliderml-leaderboard) |
| reads from this dataset to render the public table. |
|
|
| Models that include `.eval_results/colliderml_*.yaml` files link back to this dataset, |
| so scores appear on model cards automatically. |
|
|
| ## Links |
|
|
| - **Library:** [OpenDataDetector/ColliderML](https://github.com/OpenDataDetector/ColliderML) |
| - **Data:** [CERN/ColliderML-Release-1](https://huggingface.co/datasets/CERN/ColliderML-Release-1) |
| - **Docs:** [opendatadetector.github.io/ColliderML](https://opendatadetector.github.io/ColliderML/) |
|
|
