ML@L1 Trigger Workshop at CU Boulder
from
Monday 14 July 2025 (01:00)
to
Friday 18 July 2025 (18:20)
Monday 14 July 2025
09:00
Registration and Welcome
Registration and Welcome
09:00 - 09:30
09:30
Physics opportunities with ML@L1
-
Jennifer Ngadiuba
(
FNAL
)
Physics opportunities with ML@L1
Jennifer Ngadiuba
(
FNAL
)
09:30 - 10:00
10:00
Foundation Models for L1T
-
Philip Coleman Harris
(
Massachusetts Inst. of Technology (US)
)
Foundation Models for L1T
Philip Coleman Harris
(
Massachusetts Inst. of Technology (US)
)
10:00 - 10:30
11:00
L1 Phase II Upgrade
-
Jeffrey Berryhill
(
Fermi National Accelerator Lab. (US)
)
L1 Phase II Upgrade
Jeffrey Berryhill
(
Fermi National Accelerator Lab. (US)
)
11:00 - 11:30
11:30
ML@L1T in ATLAS
-
Dylan Sheldon Rankin
(
University of Pennsylvania (US)
)
ML@L1T in ATLAS
Dylan Sheldon Rankin
(
University of Pennsylvania (US)
)
11:30 - 12:00
14:00
14:00 - 17:00
17:00
17:00 - 17:30
Tuesday 15 July 2025
09:00
CMS Trigger Operations Overview
CMS Trigger Operations Overview
09:00 - 09:20
09:35
L1 Data Scouting
-
Sabrina Giorgetti
(
Universita e INFN, Padova (IT)
)
L1 Data Scouting
Sabrina Giorgetti
(
Universita e INFN, Padova (IT)
)
09:35 - 09:55
10:00
ML Tools within CMS
-
Raghav Kansal
(
Caltech / Fermilab
)
ML Tools within CMS
Raghav Kansal
(
Caltech / Fermilab
)
10:00 - 10:20
11:00
hls4ml & conifer
-
Sioni Paris Summers
(
CERN
)
hls4ml & conifer
Sioni Paris Summers
(
CERN
)
11:00 - 11:20
11:25
ML Emulators in CMSSW
-
Melissa Quinnan
(
Univ. of California San Diego (US)
)
ML Emulators in CMSSW
Melissa Quinnan
(
Univ. of California San Diego (US)
)
11:25 - 11:45
14:00
14:00 - 17:00
17:00
17:00 - 17:30
Wednesday 16 July 2025
09:00
AXOL1TL
AXOL1TL
09:00 - 09:20
09:20
CICADA
-
Elliott Kauffman
(
Princeton University (US)
)
CICADA
Elliott Kauffman
(
Princeton University (US)
)
09:20 - 09:40
09:40
ML-based L1 MET in Run 3
-
Peter Eduard Meiring
(
Carnegie-Mellon University (US)
)
ML-based L1 MET in Run 3
Peter Eduard Meiring
(
Carnegie-Mellon University (US)
)
09:40 - 10:00
10:00
MLOps for Run 3 and Beyond
-
Christopher Edward Brown
(
CERN
)
MLOps for Run 3 and Beyond
Christopher Edward Brown
(
CERN
)
10:00 - 10:20
11:00
Analysis with ML-triggers
-
Jannicke Pearkes
(
University of Colorado Boulder (US)
)
Analysis with ML-triggers
Jannicke Pearkes
(
University of Colorado Boulder (US)
)
11:00 - 11:20
11:20
ML for inclusive final states in Phase II
-
Maciej Mikolaj Glowacki
(
CERN
)
ML for inclusive final states in Phase II
Maciej Mikolaj Glowacki
(
CERN
)
11:20 - 11:40
13:30
13:30 - 16:30
16:30
16:30 - 17:00
Thursday 17 July 2025
09:00
ML 4 Tracks and Vertexing
-
Arianna Cox
(
Imperial College (GB)
)
ML 4 Tracks and Vertexing
Arianna Cox
(
Imperial College (GB)
)
09:00 - 09:20
09:20
ML 4 Taus
-
Elias Leutgeb
(
CERN
)
ML 4 Taus
Elias Leutgeb
(
CERN
)
09:20 - 09:40
09:40
ML 4 Soft Taus
-
Valentina Camagni
(
Università degli Studi e INFN Milano (IT)
)
ML 4 Soft Taus
Valentina Camagni
(
Università degli Studi e INFN Milano (IT)
)
09:40 - 10:00
10:00
ML 4 Electrons
-
Kyungmin Park
(
Carnegie-Mellon University (US)
)
ML 4 Electrons
Kyungmin Park
(
Carnegie-Mellon University (US)
)
10:00 - 10:20
11:00
ML 4 Muons
-
Pelayo Leguina
(
Universidad de Oviedo (ES)
)
ML 4 Muons
Pelayo Leguina
(
Universidad de Oviedo (ES)
)
11:00 - 11:20
11:20
ML 4 Jets
-
Duc Hoang
(
Massachusetts Inst. of Technology (US)
)
ML 4 Jets
Duc Hoang
(
Massachusetts Inst. of Technology (US)
)
11:20 - 11:40
11:40
ML 4 MET
-
Junwon Oh
(
University of Seoul, Department of Physics (KR)
)
ML 4 MET
Junwon Oh
(
University of Seoul, Department of Physics (KR)
)
11:40 - 12:00
14:00
14:00 - 17:00
17:00
17:00 - 17:30
Friday 18 July 2025
09:00
Smartpixels for CMS
-
Nick Manganelli
(
Northeastern University (US)
)
Smartpixels for CMS
Nick Manganelli
(
Northeastern University (US)
)
09:00 - 09:20
09:20
HL-LHC NN-based track parameter assignment for EMTF
-
Osvaldo Miguel
(
Rice University (US)
)
HL-LHC NN-based track parameter assignment for EMTF
Osvaldo Miguel
(
Rice University (US)
)
09:20 - 09:40
10:40
Accelerating GNN Models to FPGAs with FlowGNN
Accelerating GNN Models to FPGAs with FlowGNN
10:40 - 11:00
11:00
Super Neural Architecture Codesign Package (SNAC-Pack)
-
Jason Weitz
(
University of California, San Diego
)
Super Neural Architecture Codesign Package (SNAC-Pack)
Jason Weitz
(
University of California, San Diego
)
11:00 - 11:20
11:20
Low-latency jet tagging for HL-LHC using transformer architectures
-
Arianna Cox
(
Imperial College (GB)
)
Low-latency jet tagging for HL-LHC using transformer architectures
Arianna Cox
(
Imperial College (GB)
)
11:20 - 11:40
13:30
13:30 - 16:30
16:30
16:30 - 17:00