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Larger than Larger: Large AI Models at the Frontiers of Experimental High-Energy Physics. Episode I: Large Jet Models 岂止于“大”:大模型驱动下的实验高能物理创新与挑战,第一期:喷注物理中的大模型

Asia/Shanghai
(PKU (West B105, Physics building) or Zoom)

PKU (West B105, Physics building) or Zoom

Congqiao Li (Peking University), Huilin Qu (CERN), Qiang Li (Peking Univ.), Sitian QIAN (Peking University)
Description

本系列讲座旨在探索大模型在高能物理实验中的应用与挑战,涵盖从机器学习、生成模型到大规模计算在大科学装置中的实践。我们将邀请来自全球的专家,深入讨论大模型如何推动实验高能物理的创新与进展。

This seminar series aims to explore the applications and challenges of large models in experimental high-energy physics, covering topics ranging from machine learning, generative models, to large-scale computing in large scientific facilities. We will invite experts from around the world to discuss how large models are driving innovation and progress in experimental high-energy physics.
 

第一期:喷注物理中的大模型

Episode 1: Large Jet Models

在本次讲座中,我们将重点讨论大喷注模型(Large Jet Models),这些模型在粒子探测和碰撞数据分析中扮演着至关重要的角色。

本次讲座将包括两个关于自监督学习的报告,也会包含一个监督式大尺度表示学习,聚焦如何利用机器学习方法提升大喷注模型的精度与效率。

In this episode, we will focus on Large Jet Models, which play a critical role in particle detection and collision data analysis.

This episode will feature two reports on self-supervised learning and one on representation learning with large scale supervised learning, focusing on how machine learning techniques can enhance the precision and efficiency of large jet models.

 

本期会议为线上进行,线下设有有限的座位(~五十人)。

This session will be held majorly online, with limited in-person seats available (approximately fifty people).

 

ZOOM: https://cern.zoom.us/j/69346649179?pwd=xbXA8GpSUWcuN0bmuC1WVVe5xuuzVI.1
(passcode: 485746)

Participants
  • Congqiao Li
  • Dexing Miao
  • Qiang Li
  • Ran Ding
  • Ruobing JIANG
  • Tianyi Yang
  • Xin-Yu He
  • Yajun Mao
  • Yangu Li
  • Youpeng Wu
  • Zihan Zhao
  • Zijian Wang
  • Zixun Kou
  • 乐耘 高
  • 怡静 方
  • 瑞(Rui) 张(Zhang)
  • 飞扬 廖