ML@L1 Trigger Workshop at CU Boulder

America/Denver
CU Boulder, Colorado

CU Boulder, Colorado

Description

This is the third cross Machine Learning - Level 1 Trigger group workshop dedicated to the ongoing developments in the CMS L1T group on ML algorithms. We hope to bring together people with expertise in L1T algorithms and systems, as well as machine learning and related tools. The goals are to review the ongoing activities in order to find areas of overlap, circulate solutions to common challenges and share our collective experiences with tools, frameworks, emulators, and L1T hardware. 

The workshop is organized in two parts, with the morning sessions dedicated to presentations from algorithm developers and experts in different areas, and the afternoon sessions dedicated to a hackathon. The organizers will invite speakers from the appropriate groups to present new developments since the last workshop. In addition, colleagues are invited to submit abstracts on relevant topics, for example on new algorithms, tools, techniques and methods for efficient and robust ML. We encourage your contributions! 

During the hackathon, teams will work intensively on a project throughout the week, with a daily session to present progress updates. A call will be opened to propose hackathon projects, and to organise into teams. The main concept of the hackathon is to work closely together to innovate on uses of ML at the L1T, to kick off new ideas in a collaborative effort. Prizes will be awarded to the best teams, with criteria to be defined by the organizers.

This workshop will be hosted by the University of Colorado in Boulder, Colorado. In-person attendance is preferred, to facilitate the best discussions and collaboration, but remote attendance will be possible. Remote teams will be able to participate in the hackathon in their local time-zone.

Organizing Committee
Thea Aarrestad (ETH)
Cristina Botta (CERN)
Gianluca Cerminara (CERN)
Javier Duarte (University of California San Diego)
Jennifer Ngadiuba (Fermilab)
Jannicke Pearkes (CU Boulder)
Kevin Stenson (CU Boulder)
Sioni Summers (CERN)
Keith Ulmer (CU Boulder)

 

Participants
    • 09:00 09:30
      Registration and Welcome
    • 09:30 10:00
      Physics opportunities with ML@L1 30m
      Speaker: Jennifer Ngadiuba (FNAL)
    • 10:00 10:30
      Foundation Models for L1T 30m
      Speaker: Philip Coleman Harris (Massachusetts Inst. of Technology (US))
    • 11:00 11:30
      L1 Phase II Upgrade 30m
      Speaker: Jeffrey Berryhill (Fermi National Accelerator Lab. (US))
    • 11:30 12:00
      ML@L1T in ATLAS 30m
      Speaker: Dylan Sheldon Rankin (University of Pennsylvania (US))
    • 14:00 17:00
      Hackathon
    • 17:00 17:30
      Hackathon Daily Team Summary
    • 09:00 09:20
      CMS Trigger Operations Overview 20m
    • 09:35 09:55
      L1 Data Scouting 20m
      Speaker: Sabrina Giorgetti (Universita e INFN, Padova (IT))
    • 10:00 10:20
      ML Tools within CMS 20m
      Speaker: Raghav Kansal (Caltech / Fermilab)
    • 11:00 11:20
      hls4ml & conifer 20m
      Speaker: Sioni Paris Summers (CERN)
    • 11:25 11:45
      ML Emulators in CMSSW 20m
      Speaker: Melissa Quinnan (Univ. of California San Diego (US))
    • 14:00 17:00
      Hackathon
    • 17:00 17:30
      Hackathon Daily Team Summary
    • 09:00 09:20
      AXOL1TL 20m
    • 09:20 09:40
      CICADA 20m
      Speaker: Elliott Kauffman (Princeton University (US))
    • 09:40 10:00
      ML-based L1 MET in Run 3 20m
      Speaker: Peter Eduard Meiring (Carnegie-Mellon University (US))
    • 10:00 10:20
      MLOps for Run 3 and Beyond 20m
      Speaker: Christopher Edward Brown (CERN)
    • 11:00 11:20
      Analysis with ML-triggers 20m
      Speaker: Jannicke Pearkes (University of Colorado Boulder (US))
    • 11:20 11:40
      ML for inclusive final states in Phase II 20m
      Speaker: Maciej Mikolaj Glowacki (CERN)
    • 13:30 16:30
      Hackathon
    • 16:30 17:00
      Hackathon Daily Team Summary
    • 09:00 09:20
      ML 4 Tracks and Vertexing 20m
      Speaker: Arianna Cox (Imperial College (GB))
    • 09:20 09:40
      ML 4 Taus 20m
      Speaker: Elias Leutgeb (CERN)
    • 09:40 10:00
      ML 4 Soft Taus 20m
      Speaker: Valentina Camagni (Università degli Studi e INFN Milano (IT))
    • 10:00 10:20
      ML 4 Electrons 20m
      Speaker: Kyungmin Park (Carnegie-Mellon University (US))
    • 11:00 11:20
      ML 4 Muons 20m
      Speaker: Pelayo Leguina (Universidad de Oviedo (ES))
    • 11:20 11:40
      ML 4 Jets 20m
      Speaker: Duc Hoang (Massachusetts Inst. of Technology (US))
    • 11:40 12:00
      ML 4 MET 20m
      Speaker: Junwon Oh (University of Seoul, Department of Physics (KR))
    • 14:00 17:00
      Hackathon
    • 17:00 17:30
      Hackathon Daily Team Summary
    • 09:00 09:20
      Smartpixels for CMS 20m
      Speaker: Nick Manganelli (Northeastern University (US))
    • 09:20 09:40
      HL-LHC NN-based track parameter assignment for EMTF 20m
      Speaker: Osvaldo Miguel (Rice University (US))
    • 10:40 11:00
      Accelerating GNN Models to FPGAs with FlowGNN 20m
    • 11:00 11:20
      Super Neural Architecture Codesign Package (SNAC-Pack) 20m
      Speaker: Jason Weitz (University of California, San Diego)
    • 11:20 11:40
      Low-latency jet tagging for HL-LHC using transformer architectures 20m
      Speaker: Arianna Cox (Imperial College (GB))
    • 13:30 16:30
      Hackathon
    • 16:30 17:00
      Hackathon Daily Team Summary