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说明文档
概述
MLPF 专注于开发基于计算可扩展且灵活的端到端机器学习模型的完整事件重建。 <p float="left"> <img src="images/pf_event.png" alt="多模态高能物理事件" width="800"/> </p>
模型
请参阅下方链接的模型卡片以获取更多详细信息。
- clic/clusters/v1.6
- clic/clusters/v1.9.0
- clic/clusters/v2.0.0
- clic/clusters/v2.1.0
- clic/clusters/v2.2.0
- cms/v2.1.0
- cms/v2.2.0
论文
- Communications Physics, https://doi.org/10.1038/s42005-024-01599-5
- CERN-CMS-DP-2022-061, http://cds.cern.ch/record/2842375
- J. Phys. Conf. Ser. 2438 012100, http://dx.doi.org/10.1088/1742-6596/2438/1/012100
- CERN-CMS-DP-2021-030, https://cds.cern.ch/record/2792320
- EPJC, https://doi.org/10.1140/epjc/s10052-021-09158-w
数据集
- MLPF-CLIC，原始数据：https://zenodo.org/records/8260741 或 https://www.coe-raise.eu/od-pfr
- MLPF-CLIC，机器学习处理后，径迹和簇：https://zenodo.org/records/8409592
- MLPF-CLIC，机器学习处理后，径迹和击中：https://zenodo.org/records/8414225
- Delphes 数据集：https://doi.org/10.5281/zenodo.4559324
jpata/particleflow
作者 jpata
↓ 0
♥ 1
创建时间: 2023-09-27 11:18:08+00:00
更新时间: 2025-11-25 11:54:55+00:00
在 Hugging Face 上查看文件 (9671)
.gitattributes
README.md
cld/clusters/v2.2.0/CLD_from_scratch_4M/.gitattributes
cld/clusters/v2.2.0/CLD_from_scratch_4M/checkpoints/best_weights.pth
cld/clusters/v2.2.0/CLD_from_scratch_4M/history/epoch_1.json
cld/clusters/v2.2.0/CLD_from_scratch_4M/history/epoch_10.json
cld/clusters/v2.2.0/CLD_from_scratch_4M/history/epoch_11.json
cld/clusters/v2.2.0/CLD_from_scratch_4M/history/epoch_12.json
cld/clusters/v2.2.0/CLD_from_scratch_4M/history/epoch_13.json
cld/clusters/v2.2.0/CLD_from_scratch_4M/history/epoch_14.json
cld/clusters/v2.2.0/CLD_from_scratch_4M/history/epoch_15.json
cld/clusters/v2.2.0/CLD_from_scratch_4M/history/epoch_16.json
cld/clusters/v2.2.0/CLD_from_scratch_4M/history/epoch_17.json
cld/clusters/v2.2.0/CLD_from_scratch_4M/history/epoch_18.json
cld/clusters/v2.2.0/CLD_from_scratch_4M/history/epoch_19.json
cld/clusters/v2.2.0/CLD_from_scratch_4M/history/epoch_2.json
cld/clusters/v2.2.0/CLD_from_scratch_4M/history/epoch_20.json
cld/clusters/v2.2.0/CLD_from_scratch_4M/history/epoch_21.json
cld/clusters/v2.2.0/CLD_from_scratch_4M/history/epoch_22.json
cld/clusters/v2.2.0/CLD_from_scratch_4M/history/epoch_23.json
cld/clusters/v2.2.0/CLD_from_scratch_4M/history/epoch_24.json
cld/clusters/v2.2.0/CLD_from_scratch_4M/history/epoch_25.json
cld/clusters/v2.2.0/CLD_from_scratch_4M/history/epoch_26.json
cld/clusters/v2.2.0/CLD_from_scratch_4M/history/epoch_27.json
cld/clusters/v2.2.0/CLD_from_scratch_4M/history/epoch_28.json
cld/clusters/v2.2.0/CLD_from_scratch_4M/history/epoch_29.json
cld/clusters/v2.2.0/CLD_from_scratch_4M/history/epoch_3.json
cld/clusters/v2.2.0/CLD_from_scratch_4M/history/epoch_30.json
cld/clusters/v2.2.0/CLD_from_scratch_4M/history/epoch_31.json
cld/clusters/v2.2.0/CLD_from_scratch_4M/history/epoch_32.json
cld/clusters/v2.2.0/CLD_from_scratch_4M/history/epoch_33.json
cld/clusters/v2.2.0/CLD_from_scratch_4M/history/epoch_34.json
cld/clusters/v2.2.0/CLD_from_scratch_4M/history/epoch_35.json
cld/clusters/v2.2.0/CLD_from_scratch_4M/history/epoch_36.json
cld/clusters/v2.2.0/CLD_from_scratch_4M/history/epoch_37.json
cld/clusters/v2.2.0/CLD_from_scratch_4M/history/epoch_38.json
cld/clusters/v2.2.0/CLD_from_scratch_4M/history/epoch_39.json
cld/clusters/v2.2.0/CLD_from_scratch_4M/history/epoch_4.json
cld/clusters/v2.2.0/CLD_from_scratch_4M/history/epoch_40.json
cld/clusters/v2.2.0/CLD_from_scratch_4M/history/epoch_41.json
cld/clusters/v2.2.0/CLD_from_scratch_4M/history/epoch_42.json
cld/clusters/v2.2.0/CLD_from_scratch_4M/history/epoch_43.json
cld/clusters/v2.2.0/CLD_from_scratch_4M/history/epoch_44.json
cld/clusters/v2.2.0/CLD_from_scratch_4M/history/epoch_45.json
cld/clusters/v2.2.0/CLD_from_scratch_4M/history/epoch_46.json
cld/clusters/v2.2.0/CLD_from_scratch_4M/history/epoch_47.json
cld/clusters/v2.2.0/CLD_from_scratch_4M/history/epoch_48.json
cld/clusters/v2.2.0/CLD_from_scratch_4M/history/epoch_5.json
cld/clusters/v2.2.0/CLD_from_scratch_4M/history/epoch_6.json
cld/clusters/v2.2.0/CLD_from_scratch_4M/history/epoch_7.json
cld/clusters/v2.2.0/CLD_from_scratch_4M/history/epoch_8.json
cld/clusters/v2.2.0/CLD_from_scratch_4M/history/epoch_9.json
cld/clusters/v2.2.0/CLD_from_scratch_4M/hyperparameters.json
cld/clusters/v2.2.0/CLD_from_scratch_4M/model_kwargs.pkl
cld/clusters/v2.2.0/CLD_from_scratch_4M/plots_best_weights/cld_edm_ttbar_pf/jet_eta.pdf
cld/clusters/v2.2.0/CLD_from_scratch_4M/plots_best_weights/cld_edm_ttbar_pf/jet_eta.png
cld/clusters/v2.2.0/CLD_from_scratch_4M/plots_best_weights/cld_edm_ttbar_pf/jet_pt.pdf
cld/clusters/v2.2.0/CLD_from_scratch_4M/plots_best_weights/cld_edm_ttbar_pf/jet_pt.png
cld/clusters/v2.2.0/CLD_from_scratch_4M/plots_best_weights/cld_edm_ttbar_pf/jet_pt_log.pdf
cld/clusters/v2.2.0/CLD_from_scratch_4M/plots_best_weights/cld_edm_ttbar_pf/jet_pt_log.png
cld/clusters/v2.2.0/CLD_from_scratch_4M/plots_best_weights/cld_edm_ttbar_pf/jet_res.pdf
cld/clusters/v2.2.0/CLD_from_scratch_4M/plots_best_weights/cld_edm_ttbar_pf/jet_res.png
cld/clusters/v2.2.0/CLD_from_scratch_4M/plots_best_weights/cld_edm_ttbar_pf/jet_res_bins_0_2.pdf
cld/clusters/v2.2.0/CLD_from_scratch_4M/plots_best_weights/cld_edm_ttbar_pf/jet_res_bins_0_2.png
cld/clusters/v2.2.0/CLD_from_scratch_4M/plots_best_weights/cld_edm_ttbar_pf/jet_res_bins_0_2_vstarget.pdf
cld/clusters/v2.2.0/CLD_from_scratch_4M/plots_best_weights/cld_edm_ttbar_pf/jet_res_bins_0_2_vstarget.png
cld/clusters/v2.2.0/CLD_from_scratch_4M/plots_best_weights/cld_edm_ttbar_pf/jet_res_bins_0p5_1p5.pdf
cld/clusters/v2.2.0/CLD_from_scratch_4M/plots_best_weights/cld_edm_ttbar_pf/jet_res_bins_0p5_1p5.png
cld/clusters/v2.2.0/CLD_from_scratch_4M/plots_best_weights/cld_edm_ttbar_pf/jet_res_bins_0p5_1p5_vstarget.pdf
cld/clusters/v2.2.0/CLD_from_scratch_4M/plots_best_weights/cld_edm_ttbar_pf/jet_res_bins_0p5_1p5_vstarget.png
cld/clusters/v2.2.0/CLD_from_scratch_4M/plots_best_weights/cld_edm_ttbar_pf/jet_res_vstarget.pdf
cld/clusters/v2.2.0/CLD_from_scratch_4M/plots_best_weights/cld_edm_ttbar_pf/jet_res_vstarget.png
cld/clusters/v2.2.0/CLD_from_scratch_4M/plots_best_weights/cld_edm_ttbar_pf/jet_response_binned_10.pdf
cld/clusters/v2.2.0/CLD_from_scratch_4M/plots_best_weights/cld_edm_ttbar_pf/jet_response_binned_10.png
cld/clusters/v2.2.0/CLD_from_scratch_4M/plots_best_weights/cld_edm_ttbar_pf/jet_response_binned_100.pdf
cld/clusters/v2.2.0/CLD_from_scratch_4M/plots_best_weights/cld_edm_ttbar_pf/jet_response_binned_100.png
cld/clusters/v2.2.0/CLD_from_scratch_4M/plots_best_weights/cld_edm_ttbar_pf/jet_response_binned_20.pdf
cld/clusters/v2.2.0/CLD_from_scratch_4M/plots_best_weights/cld_edm_ttbar_pf/jet_response_binned_20.png
cld/clusters/v2.2.0/CLD_from_scratch_4M/plots_best_weights/cld_edm_ttbar_pf/jet_response_binned_200.pdf
cld/clusters/v2.2.0/CLD_from_scratch_4M/plots_best_weights/cld_edm_ttbar_pf/jet_response_binned_200.png
cld/clusters/v2.2.0/CLD_from_scratch_4M/plots_best_weights/cld_edm_ttbar_pf/jet_response_binned_40.pdf
cld/clusters/v2.2.0/CLD_from_scratch_4M/plots_best_weights/cld_edm_ttbar_pf/jet_response_binned_40.png
cld/clusters/v2.2.0/CLD_from_scratch_4M/plots_best_weights/cld_edm_ttbar_pf/jet_response_binned_400.pdf
cld/clusters/v2.2.0/CLD_from_scratch_4M/plots_best_weights/cld_edm_ttbar_pf/jet_response_binned_400.png
cld/clusters/v2.2.0/CLD_from_scratch_4M/plots_best_weights/cld_edm_ttbar_pf/jet_response_binned_60.pdf
cld/clusters/v2.2.0/CLD_from_scratch_4M/plots_best_weights/cld_edm_ttbar_pf/jet_response_binned_60.png
cld/clusters/v2.2.0/CLD_from_scratch_4M/plots_best_weights/cld_edm_ttbar_pf/jet_response_binned_80.pdf
cld/clusters/v2.2.0/CLD_from_scratch_4M/plots_best_weights/cld_edm_ttbar_pf/jet_response_binned_80.png
cld/clusters/v2.2.0/CLD_from_scratch_4M/plots_best_weights/cld_edm_ttbar_pf/jet_response_binned_eta.pdf
cld/clusters/v2.2.0/CLD_from_scratch_4M/plots_best_weights/cld_edm_ttbar_pf/jet_response_binned_eta.png
cld/clusters/v2.2.0/CLD_from_scratch_4M/plots_best_weights/cld_edm_ttbar_pf/jet_response_iqr_over_med_eta.pdf
cld/clusters/v2.2.0/CLD_from_scratch_4M/plots_best_weights/cld_edm_ttbar_pf/jet_response_iqr_over_med_eta.png
cld/clusters/v2.2.0/CLD_from_scratch_4M/plots_best_weights/cld_edm_ttbar_pf/jet_response_iqr_over_med_pt.pdf
cld/clusters/v2.2.0/CLD_from_scratch_4M/plots_best_weights/cld_edm_ttbar_pf/jet_response_iqr_over_med_pt.png
cld/clusters/v2.2.0/CLD_from_scratch_4M/plots_best_weights/cld_edm_ttbar_pf/jet_response_iqr_over_med_pt_vstarget.pdf
cld/clusters/v2.2.0/CLD_from_scratch_4M/plots_best_weights/cld_edm_ttbar_pf/jet_response_iqr_over_med_pt_vstarget.png
cld/clusters/v2.2.0/CLD_from_scratch_4M/plots_best_weights/cld_edm_ttbar_pf/jet_response_med_eta.pdf
cld/clusters/v2.2.0/CLD_from_scratch_4M/plots_best_weights/cld_edm_ttbar_pf/jet_response_med_eta.png
cld/clusters/v2.2.0/CLD_from_scratch_4M/plots_best_weights/cld_edm_ttbar_pf/jet_response_med_pt.pdf
cld/clusters/v2.2.0/CLD_from_scratch_4M/plots_best_weights/cld_edm_ttbar_pf/jet_response_med_pt.png
cld/clusters/v2.2.0/CLD_from_scratch_4M/plots_best_weights/cld_edm_ttbar_pf/jet_response_med_pt_vstarget.pdf
cld/clusters/v2.2.0/CLD_from_scratch_4M/plots_best_weights/cld_edm_ttbar_pf/jet_response_med_pt_vstarget.png
cld/clusters/v2.2.0/CLD_from_scratch_4M/plots_best_weights/cld_edm_ttbar_pf/jet_response_vstarget_binned_pt10.pdf
cld/clusters/v2.2.0/CLD_from_scratch_4M/plots_best_weights/cld_edm_ttbar_pf/jet_response_vstarget_binned_pt10.png
cld/clusters/v2.2.0/CLD_from_scratch_4M/plots_best_weights/cld_edm_ttbar_pf/jet_response_vstarget_binned_pt100.pdf
cld/clusters/v2.2.0/CLD_from_scratch_4M/plots_best_weights/cld_edm_ttbar_pf/jet_response_vstarget_binned_pt100.png
cld/clusters/v2.2.0/CLD_from_scratch_4M/plots_best_weights/cld_edm_ttbar_pf/jet_response_vstarget_binned_pt20.pdf
cld/clusters/v2.2.0/CLD_from_scratch_4M/plots_best_weights/cld_edm_ttbar_pf/jet_response_vstarget_binned_pt20.png
cld/clusters/v2.2.0/CLD_from_scratch_4M/plots_best_weights/cld_edm_ttbar_pf/jet_response_vstarget_binned_pt200.pdf
cld/clusters/v2.2.0/CLD_from_scratch_4M/plots_best_weights/cld_edm_ttbar_pf/jet_response_vstarget_binned_pt200.png
cld/clusters/v2.2.0/CLD_from_scratch_4M/plots_best_weights/cld_edm_ttbar_pf/jet_response_vstarget_binned_pt40.pdf
cld/clusters/v2.2.0/CLD_from_scratch_4M/plots_best_weights/cld_edm_ttbar_pf/jet_response_vstarget_binned_pt40.png
cld/clusters/v2.2.0/CLD_from_scratch_4M/plots_best_weights/cld_edm_ttbar_pf/jet_response_vstarget_binned_pt400.pdf
cld/clusters/v2.2.0/CLD_from_scratch_4M/plots_best_weights/cld_edm_ttbar_pf/jet_response_vstarget_binned_pt400.png
cld/clusters/v2.2.0/CLD_from_scratch_4M/plots_best_weights/cld_edm_ttbar_pf/jet_response_vstarget_binned_pt60.pdf
cld/clusters/v2.2.0/CLD_from_scratch_4M/plots_best_weights/cld_edm_ttbar_pf/jet_response_vstarget_binned_pt60.png
cld/clusters/v2.2.0/CLD_from_scratch_4M/plots_best_weights/cld_edm_ttbar_pf/jet_response_vstarget_binned_pt80.pdf
cld/clusters/v2.2.0/CLD_from_scratch_4M/plots_best_weights/cld_edm_ttbar_pf/jet_response_vstarget_binned_pt80.png
cld/clusters/v2.2.0/CLD_from_scratch_4M/plots_best_weights/cld_edm_ttbar_pf/met.pdf
cld/clusters/v2.2.0/CLD_from_scratch_4M/plots_best_weights/cld_edm_ttbar_pf/met.png
cld/clusters/v2.2.0/CLD_from_scratch_4M/plots_best_weights/cld_edm_ttbar_pf/met_log.pdf
cld/clusters/v2.2.0/CLD_from_scratch_4M/plots_best_weights/cld_edm_ttbar_pf/met_log.png
cld/clusters/v2.2.0/CLD_from_scratch_4M/plots_best_weights/cld_edm_ttbar_pf/met_res.pdf
cld/clusters/v2.2.0/CLD_from_scratch_4M/plots_best_weights/cld_edm_ttbar_pf/met_res.png
cld/clusters/v2.2.0/CLD_from_scratch_4M/plots_best_weights/cld_edm_ttbar_pf/met_res_bins_0_2.pdf
cld/clusters/v2.2.0/CLD_from_scratch_4M/plots_best_weights/cld_edm_ttbar_pf/met_res_bins_0_2.png
cld/clusters/v2.2.0/CLD_from_scratch_4M/plots_best_weights/cld_edm_ttbar_pf/met_res_bins_0_5.pdf
cld/clusters/v2.2.0/CLD_from_scratch_4M/plots_best_weights/cld_edm_ttbar_pf/met_res_bins_0_5.png
cld/clusters/v2.2.0/CLD_from_scratch_4M/plots_best_weights/cld_edm_ttbar_pf/met_response_binned.pdf
cld/clusters/v2.2.0/CLD_from_scratch_4M/plots_best_weights/cld_edm_ttbar_pf/met_response_binned.png
cld/clusters/v2.2.0/CLD_from_scratch_4M/plots_best_weights/cld_edm_ttbar_pf/met_response_iqr_over_med.pdf
cld/clusters/v2.2.0/CLD_from_scratch_4M/plots_best_weights/cld_edm_ttbar_pf/met_response_iqr_over_med.png
cld/clusters/v2.2.0/CLD_from_scratch_4M/plots_best_weights/cld_edm_ttbar_pf/met_response_med.pdf
cld/clusters/v2.2.0/CLD_from_scratch_4M/plots_best_weights/cld_edm_ttbar_pf/met_response_med.png
cld/clusters/v2.2.0/CLD_from_scratch_4M/plots_best_weights/cld_edm_ttbar_pf/num_elements.pdf
cld/clusters/v2.2.0/CLD_from_scratch_4M/plots_best_weights/cld_edm_ttbar_pf/num_elements.png
cld/clusters/v2.2.0/CLD_from_scratch_4M/plots_best_weights/cld_edm_ttbar_pf/particle_cos_phi_ratio_typ1.pdf
cld/clusters/v2.2.0/CLD_from_scratch_4M/plots_best_weights/cld_edm_ttbar_pf/particle_cos_phi_ratio_typ1.png
cld/clusters/v2.2.0/CLD_from_scratch_4M/plots_best_weights/cld_edm_ttbar_pf/particle_cos_phi_ratio_typ2.pdf
cld/clusters/v2.2.0/CLD_from_scratch_4M/plots_best_weights/cld_edm_ttbar_pf/particle_cos_phi_ratio_typ2.png
cld/clusters/v2.2.0/CLD_from_scratch_4M/plots_best_weights/cld_edm_ttbar_pf/particle_e_ratio_cls1.pdf
cld/clusters/v2.2.0/CLD_from_scratch_4M/plots_best_weights/cld_edm_ttbar_pf/particle_e_ratio_cls1.png
cld/clusters/v2.2.0/CLD_from_scratch_4M/plots_best_weights/cld_edm_ttbar_pf/particle_e_ratio_cls2.pdf
cld/clusters/v2.2.0/CLD_from_scratch_4M/plots_best_weights/cld_edm_ttbar_pf/particle_e_ratio_cls2.png
cld/clusters/v2.2.0/CLD_from_scratch_4M/plots_best_weights/cld_edm_ttbar_pf/particle_e_ratio_cls3.pdf
cld/clusters/v2.2.0/CLD_from_scratch_4M/plots_best_weights/cld_edm_ttbar_pf/particle_e_ratio_cls3.png
cld/clusters/v2.2.0/CLD_from_scratch_4M/plots_best_weights/cld_edm_ttbar_pf/particle_e_ratio_cls4.pdf
cld/clusters/v2.2.0/CLD_from_scratch_4M/plots_best_weights/cld_edm_ttbar_pf/particle_e_ratio_cls4.png
cld/clusters/v2.2.0/CLD_from_scratch_4M/plots_best_weights/cld_edm_ttbar_pf/particle_e_ratio_cls5.pdf
cld/clusters/v2.2.0/CLD_from_scratch_4M/plots_best_weights/cld_edm_ttbar_pf/particle_e_ratio_cls5.png
cld/clusters/v2.2.0/CLD_from_scratch_4M/plots_best_weights/cld_edm_ttbar_pf/particle_energy_ratio_typ1.pdf
cld/clusters/v2.2.0/CLD_from_scratch_4M/plots_best_weights/cld_edm_ttbar_pf/particle_energy_ratio_typ1.png
cld/clusters/v2.2.0/CLD_from_scratch_4M/plots_best_weights/cld_edm_ttbar_pf/particle_energy_ratio_typ2.pdf
cld/clusters/v2.2.0/CLD_from_scratch_4M/plots_best_weights/cld_edm_ttbar_pf/particle_energy_ratio_typ2.png
cld/clusters/v2.2.0/CLD_from_scratch_4M/plots_best_weights/cld_edm_ttbar_pf/particle_eta.pdf
cld/clusters/v2.2.0/CLD_from_scratch_4M/plots_best_weights/cld_edm_ttbar_pf/particle_eta.png
cld/clusters/v2.2.0/CLD_from_scratch_4M/plots_best_weights/cld_edm_ttbar_pf/particle_eta_ratio_typ1.pdf
cld/clusters/v2.2.0/CLD_from_scratch_4M/plots_best_weights/cld_edm_ttbar_pf/particle_eta_ratio_typ1.png
cld/clusters/v2.2.0/CLD_from_scratch_4M/plots_best_weights/cld_edm_ttbar_pf/particle_eta_ratio_typ2.pdf
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