15–19 Sept 2025
CERN
Europe/Zurich timezone

Tensor Networks for Particle Physics

15 Sept 2025, 16:15
5m
500/1-001 - Main Auditorium (CERN)

500/1-001 - Main Auditorium

CERN

400
Show room on map
7. Experimental Technologies Experimental Technologies

Speakers

Ms Ema Puljak (The Barcelona Institute of Science and Technology (BIST) (ES)) Maurizio Pierini (CERN)

Description

Develop applications based on tensor networks for LHC tasks. As part of this effort, develop the tn4ml library, to train TNs with tools used for deep learning applications.

CERN group/ Experiment

EP-CMG

Working area Area 7: Experimental Technologies
Project goals development and maintenance of tn4ml; development of LHC demonstrator on FPGA
Timeline 1 year
Available person power 0 (Ema completed PhD)
Additional person power request ½ or a Quest (NGT providing the other ½)
Is this an already ongoing activity? Yes
Indicative hardware resources needs Access to a GPU cluster with LCG-like software stack and cvmfs access with fast storage facilities across the full duration of the project

Authors

Ms Ema Puljak (The Barcelona Institute of Science and Technology (BIST) (ES)) Maurizio Pierini (CERN)

Presentation materials

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