Fast Calorimeter Simulation Challenge 2022 - Submissions Dataset 1 Photons

These are all the submitted samples to dataset 1 (photons) of the “Fast Calorimeter Simulation Challenge 2022”. They each consist of 121,000 calorimeter showers of photons with energies ranging from 256 MeV to 4.2 TeV. The training data (based on Geant4) can be found at https://doi.org/10.5281/zenodo.8099322 the paper describing the results is available on arXiv:2410.21611, and further details, in particular helper scripts to parse the data and calculate and visualize basic high-level physics features, are available at https://calochallenge.github.io/homepage/. The subscripts in the file names corresponds to the individual submissions: ID number Submission name Original reference _1 CaloDiffusion arXiv:2308.03876 _4 CaloINN arXiv:2312.09290 _7 Calo-VQ arXiv:2405.06605 _8 CaloScore arXiv:2206.11898, arXiv:2308.03847 _9 CaloScore distilled arXiv:2206.11898, arXiv:2308.03847 _10 CaloScore single-shot arXiv:2206.11898, arXiv:2308.03847 _11 CaloFlow teacher arXiv:2210.14245 _12 CaloFlow student arXiv:2210.14245 _16 CaloMan arXiv:2211.15380 _17 BoloGAN ATL-SOFT-PUB-2020-006 _25 CaloShower2GAN arXiv:2309.06515 _26 CaloShower3GAN arXiv:2309.06515 _27 CaloVAE+INN arXiv:2312.09290 _28 CaloForest arXiv:2408.16046 _29 CaloGraph arxiv:2402.11575 The samples here can be used to reproduce the results of arXiv:2410.21611 and as benchmarks for new models after the challenge concluded.