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Distributed hybrid quantum-classical performance prediction for hyperparameter optimization / Wulff, Eric (CERN) ; Garcia Amboage, Juan Pablo (CERN) ; Aach, Marcel (Julich, Forschungszentrum ; Iceland U.) ; Gislason, Thorsteinn Eli (Iceland U.) ; Ingolfsson, Thorsteinn Kristinn (Iceland U.) ; Ingolfsson, Tomas Kristinn (Iceland U.) ; Pasetto, Edoardo (Julich, Forschungszentrum ; RWTH Aachen U.) ; Delilbasic, Amer (Julich, Forschungszentrum ; Iceland U.) ; Riedel, Morris (Julich, Forschungszentrum ; Iceland U.) ; Sarma, Rakesh (Julich, Forschungszentrum) et al.
Hyperparameter optimization (HPO) of neural networks is a computationally expensive procedure, which requires a large number of different model configurations to be trained. To reduce such costs, this work presents a distributed, hybrid workflow, that runs the training of the neural networks on multiple graphics processing units (GPUs) on a classical supercomputer, while predicting the configurations’ performance with quantum-trained support vector regression (QT-SVR) on a quantum annealer (QA). [...]
2024 - 14 p. - Published in : Quantum Machine Intelligence 6 (2024) 59 Fulltext: PDF;
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Not yet available
Introduction to the CERN Openlab Lecture Programme / Girone, Maria (speaker) (CERN)
2024 - 591. Summer Student Lecture Programme 2024; Summer Student Lecture Programme 2024 External links: Talk details; Event details In : Summer Student Lecture Programme 2024
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Not yet available
Introduction to CERN openlab summer lectures programme / Girone, Maria (speaker) (CERN)
2024 - 533. CERN openlab summer student lecture programme; Welcome and introduction to CERN External links: Talk details; Event details In : Welcome and introduction to CERN
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Not yet available
Introduction to CERN openlab / Girone, Maria (speaker) (CERN)
2024 - 1366. CERN openlab summer student lecture programme; Welcome and introduction to CERN External links: Talk details; Event details In : Welcome and introduction to CERN
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RCS-ICT PSO: Access and Support for Heterogeneous, non-x86, and latest Single-architecture Chips / Wiebalck, Arne (CERN) ; Girone, Maria (CERN) ; Piparo, Danilo (CERN) ; Blomer, Jakob (CERN)
This PSO aims to establish a consistent framework and processes to express, follow, and resource the transition of a technology from "evaluate" to "in production", leveraging different accesses to non-x86 resources, such as industry collaborations, HPC testbeds, public cloud offerings, and on-premises services [...]
CERN-IT-Note-2024-001.
- 2023.
Access to fulltext
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Welcome / Jones, Bob (speaker) (CERN) ; Girone, Maria (speaker) (CERN)
2024 - 528. Workshops and Training; 2024 CERN openlab Technical Workshop External links: Talk details; Event details In : 2024 CERN openlab Technical Workshop
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CERN openlab Phase VIII / Girone, Maria (speaker) (CERN)
2024 - 1185. Workshops and Training; 2024 CERN openlab Technical Workshop External links: Talk details; Event details In : 2024 CERN openlab Technical Workshop
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Improved particle-flow event reconstruction with scalable neural networks for current and future particle detectors / Pata, Joosep (NICPB, Tallinn) ; Wulff, Eric (CERN) ; Mokhtar, Farouk (UC, San Diego) ; Southwick, David (CERN) ; Zhang, Mengke (UC, San Diego) ; Girone, Maria (CERN) ; Duarte, Javier (UC, San Diego)
Efficient and accurate algorithms are necessary to reconstruct particles in the highly granular detectors anticipated at the High-Luminosity Large Hadron Collider and the Future Circular Collider. We study scalable machine learning models for event reconstruction in electron-positron collisions based on a full detector simulation. [...]
arXiv:2309.06782.- 2024-04-10 - 21 p. - Published in : Commun. Phys. 7 (2024) 124 Fulltext: 2309.06782 - PDF; document - PDF;
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Hyperparameter optimization of data-driven AI models on HPC systems / Wulff, Eric (CERN) ; Girone, Maria (CERN) ; Pata, Joosep (NICPB, Tallinn)
In the European Center of Excellence in Exascale computing "Research on AI- and Simulation-Based Engineering at Exascale" (CoE RAISE), researchers develop novel, scalable AI technologies towards Exascale. This work exercises High Performance Computing resources to perform large-scale hyperparameter optimization using distributed training on multiple compute nodes. [...]
arXiv:2203.01112.- 2023 - 6 p. - Published in : J. Phys. : Conf. Ser.: 2438 (2023) , no. 1, pp. 012092
Fulltext: document - PDF; 2203.01112 - PDF;
In : 20th International Workshop on Advanced Computing and Analysis Techniques in Physics Research (ACAT 2021), Daejeon, Korea, 29 Nov - 3 Dec 2021, pp.012092
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Introduction to CERN openlab and the summer lecture programme / Bunino, Matteo (speaker) (CERN) ; Girone, Maria (speaker) (CERN)
2023 - 2285. CERN openlab summer student lecture programme External link: Event details In : Introduction to CERN openlab and the summer lecture programme

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