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--- |
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license: apache-2.0 |
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tags: |
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- physics |
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- reconstruction |
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--- |
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# Overview |
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MLPF focuses on developing full event reconstruction based on computationally scalable and flexible end-to-end ML models. |
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<p float="left"> |
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<img src="images/pf_event.png" alt="Multimodal high energy physics event" width="800"/> |
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</p> |
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## Models |
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Please see the linked model cards below for more details. |
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- [clic/clusters/v1.6](clic/clusters/v1.6/README.md) |
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- [clic/clusters/v1.9.0](clic/clusters/v1.9.0/README.md) |
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- [clic/clusters/v2.0.0](clic/clusters/v2.0.0/README.md) |
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- [clic/clusters/v2.1.0](clic/clusters/v2.1.0/pyg-clic_20241106_104416_929167/README.md) |
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- [clic/clusters/v2.2.0](clic/clusters/v2.2.0/pyg-clic_20250106_193536_269746/README.md) |
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- [cms/v2.1.0](cms/v2.1.0/pyg-cms_20241101_090645_682892/README.md) |
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- [cms/v2.2.0](cms/v2.2.0/pyg-cms_20241212_101648_120237/README.md) |
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## Papers |
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- Communications Physics, https://doi.org/10.1038/s42005-024-01599-5 |
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- CERN-CMS-DP-2022-061, http://cds.cern.ch/record/2842375 |
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- J. Phys. Conf. Ser. 2438 012100, http://dx.doi.org/10.1088/1742-6596/2438/1/012100 |
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- CERN-CMS-DP-2021-030, https://cds.cern.ch/record/2792320 |
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- EPJC, https://doi.org/10.1140/epjc/s10052-021-09158-w |
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## Datasets |
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- MLPF-CLIC, raw data: https://zenodo.org/records/8260741 or https://www.coe-raise.eu/od-pfr |
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- MLPF-CLIC, processed for ML, tracks and clusters: https://zenodo.org/records/8409592 |
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- MLPF-CLIC, processed for ML, tracks and hits: https://zenodo.org/records/8414225 |
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- Delphes dataset: https://doi.org/10.5281/zenodo.4559324 |
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