English(EN) AllShowers: One model for all calorimeter showers

AllShowers模型统一了跨粒子类型的量能器簇射模拟

作者 PulseAugur 编辑部 · [1 个来源] · 2026-09-16 04:00

研究人员开发了AllShowers，这是一种新颖的统一生成模型，旨在单个框架内模拟多种粒子类型的量能器簇射。该模型利用Transformer架构和连续归一化流来生成复杂的空间和能量相关性，克服了传统模型对每种粒子物种需要单独网络的局限性。AllShowers在ILD探测器数据上进行训练，展示了在无需重新训练的情况下为电子、光子和强子生成逼真模拟的能力，并且在强子簇射的保真度方面显著优于以往的模型。 AI

影响这种统一模型可以显著加速对撞机实验中的探测器模拟，降低计算成本并提高粒子物理研究的可扩展性。

排序理由详细介绍用于物理模拟新模型的学术论文。[lever_c_demoted from research: ic=1 ai=1.0]

在 arXiv cs.LG 阅读 →

AI 生成摘要 · Google Gemini · 来自 1 个来源。我们如何撰写摘要 →

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报道来源 [1]

arXiv cs.LG TIER_1 English(EN) · Thorsten Buss, Henry Day-Hall, Frank Gaede, Gregor Kasieczka, Katja Kr\"uger · 2026-09-16 04:00

AllShowers：一款用于所有量能器淋浴的模型

arXiv:2601.11716v2 Announce Type: replace-cross Abstract: Accurate and efficient detector simulation is essential for modern collider experiments. To reduce the high computational cost, various fast machine learning surrogate models have been proposed. Traditional surrogate model…

本文如何被排名

报道来源 [1]

AllShowers：一款用于所有量能器淋浴的模型

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