Machine Learning Physics Jamboree

US/Pacific
Kavli, 3rd floor (SLAC)

Kavli, 3rd floor

SLAC

    • 13:00 13:20
      Introduction 20m
      Speaker: Ariel Gustavo Schwartzman (SLAC National Accelerator Laboratory (US))
    • 13:30 13:50
      Machine learning with probabilistic models for jet physics 20m
      Speaker: Ben Nachman (SLAC National Accelerator Laboratory (US))
    • 14:00 14:20
      Machine learning with computer vision for jet physics 20m
      Speakers: Ben Nachman (SLAC National Accelerator Laboratory (US)), Luke Percival De Oliveira (SLAC National Accelerator Laboratory (US)), Michael Aaron Kagan (SLAC National Accelerator Laboratory (US))
    • 14:30 14:50
      Machine learning with recurrent neural networks for b-quark identification 20m
      Speakers: Michael Aaron Kagan (SLAC National Accelerator Laboratory (US)), Qi Zeng (SLAC National Accelerator Laboratory (US)), Zihao Jiang (Stanford University (US))
    • 15:00 15:20
      Measuring color flow with machine learning 20m
      Speakers: Anton Apostolatos (Computer Science Department, Stanford University), Bronner Lenny (Computer Science Department, Stanford University), Guy Amdur (Computer Science Department, Stanford University)
    • 15:30 16:00
      Coffee break 30m
    • 16:00 16:20
      Exploring the Limits of Classification Accuracy 20m
      Speakers: Carolyn Kim (Computer Science Department, Stanford University), Lester Mackey (Statistics Department, Stanford University)
    • 16:30 16:50
      Using artificial intelligence to suppress pileup 20m
      Speaker: Aviv Ruben Cukierman (SLAC National Accelerator Laboratory (US))
    • 17:00 17:20
      Pileup subtraction using regression methods 20m
      Speakers: Jiakun Li (Electrical Engineering Department, Stanford University), Vein Kong (Electrical Engineering Department, Stanford University), Yujia Zhang (Electrical Engineering Department, Stanford University)
    • 17:30 17:50
      Concluding remarks 20m
      Speakers: Ben Nachman (SLAC National Accelerator Laboratory (US)), Michael Aaron Kagan (SLAC National Accelerator Laboratory (US))
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