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09:00
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General
(until 09:30)
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09:00
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Welcome & Introduction
-
Ines Ochoa
(Laboratory of Instrumentation and Experimental Particle Physics (PT))
Benedikt Maier
(Imperial College (GB))
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09:30
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WG1: Architecture-specific compression techniques
(until 12:00)
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|
09:30
|
Introduction to LHC data with ML and FastML
-
Maciej Mikolaj Glowacki
(CERN)
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|
10:45
|
--- Coffee break ---
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11:00
|
Neural network quantization with Brevitas
-
Giuseppe Franco
(AMD)
|
|
|
09:00
|
WG2: Advanced compression with XAI
(until 11:30)
|
|
09:00
|
An introduction to XAI
-
Stefano Giagu
(Sapienza Università di Roma and INFN Roma (IT))
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|
10:15
|
Tutorial & Practicals on Knowledge Distillation
-
Andrea Ciardiello
|
|
11:30
|
--- Lunch ---
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|
|
09:00
|
WG1
(until 10:30)
|
|
09:00
|
Challenges & Opportunities in CMS
-
Emyr Clement
(University of Bristol (GB))
|
|
09:30
|
Challenges & Opportunities for ATLAS through the NGT Project
-
David Reikher
(CERN)
|
|
10:00
|
Challenges & Opportunities in Edge Inference for Belle II
-
Isabel Haide
(Karlsruhe Institute of Technology)
|
|
10:30
|
--- Coffee break ---
|
|
11:00
|
WG4: ASIC-for-AI design
(until 12:00)
|
|
11:00
|
AI on ASICs: SmartPixels
-
Danush Shekar
(University of Illinois Chicago (US))
|
|
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09:00
|
Learning from other communities
(until 10:00)
|
|
09:00
|
EuCAIF
-
Maurizio Pierini
(CERN)
|
|
10:00
|
--- Coffee break ---
|
|
10:30
|
Learning from other communities
(until 12:00)
|
|
10:30
|
Next-Generation Trigger
-
Sebastian Dittmeier
(Ruprecht-Karls-Universitaet Heidelberg (DE))
|
|
11:15
|
CA24146 - Machine Learning and Quantum Computing for Future Colliders (MLQC4FC)
-
Riccardo Torre
(Dipartimento di Fisica - Università di Pisa and INFN Sezione di Pisa)
Riccardo Torre
(INFN e Universita Genova (IT))
|
|
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12:00
|
--- Lunch ---
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|
13:30
|
WG1: Architecture-specific compression techniques
(until 15:00)
|
|
13:30
|
Introduction to FPGAs & hls4ml
-
Christopher Edward Brown
(CERN)
|
|
15:00
|
--- Coffee break ---
|
|
15:30
|
WG1: Architecture-specific compression techniques
(until 18:00)
|
|
15:30
|
Quantization for FPGAs
-
Chang Sun
(California Institute of Technology (US))
|
|
17:00
|
An example from A to Z: Jet tagging with quantised GNNs and Transformers
-
Lauri Antti Olavi Laatu
(Imperial College (GB))
|
|
|
12:30
|
WG2: Advanced compression with XAI
(until 13:30)
|
|
12:30
|
XAI: An outside perspective
-
Marte Eggen
(Norwegian University of Science and Technology)
|
|
13:30
|
WG4: ASIC-for-AI design
(until 16:30)
|
|
13:30
|
Introduction to ASICs
-
Marcelino dos Santos
(IST)
|
|
14:45
|
--- Coffee break ---
|
|
15:30
|
ASICs at CMS
-
Davide Ceresa
(CERN)
|
|
16:30
|
Outreach
(until 18:15)
(Anfiteatro Abreu Faro)
|
|
16:30
|
Fast Artificial Intelligence to solve the mysteries of the Universe
-
Thea Aarrestad
(ETH Zurich (CH))
|
|
17:15
|
Panel Discussion
|
|
|
12:00
|
--- Lunch ---
|
|
13:30
|
WG4: ASIC-for-AI design
(until 14:00)
|
|
13:30
|
Towards ASICs for the FCC-ee
-
Benedikt Maier
(Imperial College (GB))
|
|
14:00
|
WG1-5
(until 15:00)
|
|
14:00
|
Transformers on FPGAs
-
Arianna Cox
(Imperial College (GB))
|
|
14:30
|
PQuantML
-
Roope Oskari Niemi
|
|
15:00
|
Industry
(until 15:30)
|
|
15:00
|
Fast Decision Forests (Google)
-
Richard Stotz
|
|
15:30
|
--- Coffee break ---
|
|
16:00
|
WG1-5
(until 18:00)
|
|
16:00
|
Introduction to dataset
-
Philip Oliver Ploner
(ETH Zurich (CH))
|
|
16:30
|
Data challenge ideation & creation
-
Dorian Sloot
(Austrian Academy of Sciences (AT))
Christopher Edward Brown
(CERN)
Arianna Cox
(Imperial College (GB))
Ioannis Xiotidis
(CERN)
Akseli Suutari
(Lappeenranta-Lahti University of Technology (FI))
Torben Ferber
(KIT - Karlsruhe Institute of Technology (DE))
Sebastian Dittmeier
(Ruprecht-Karls-Universitaet Heidelberg (DE))
Sioni Paris Summers
(CERN)
|
|
19:00
|
--- Social dinner ---
|
|
|
12:00
|
--- Lunch ---
|
|
13:00
|
General
(until 14:30)
|
|
13:00
|
WG1: Next Steps
-
Torben Ferber
(KIT - Karlsruhe Institute of Technology (DE))
Sebastian Dittmeier
(Ruprecht-Karls-Universitaet Heidelberg (DE))
Sioni Paris Summers
(CERN)
|
|
13:15
|
WG2: Next Steps
-
Stefano Giagu
(Sapienza Università di Roma and INFN Roma (IT))
Santeri Laurila
(CERN & Helsinki Institute of Physics (FI))
|
|
13:30
|
WG3: Next steps
-
Joosep Pata
(National Institute of Chemical Physics and Biophysics (EE))
Ines Ochoa
(Laboratory of Instrumentation and Experimental Particle Physics (PT))
|
|
13:45
|
WG4: Next steps
-
André David
(CERN)
Nuno Roma
|
|
14:00
|
WG5: Next steps
-
Felice Pantaleo
(CERN)
Deniz Sunar Cerci
(Yildiz Technical University (TR))
Salim Cerci
(Yildiz Technical University (TR))
|
|
14:15
|
EPIGRAPHY: Next steps
-
Thea Aarrestad
(ETH Zurich (CH))
Benedikt Maier
(Imperial College (GB))
|
|
14:30
|
--- Coffee break ---
|
|
