Artificial Intelligence for the Electron Ion Collider (AI4EIC)

The Electron-Ion Collider (EIC), a state-of-the-art facility for studying the strong force, is expected to begin commissioning its first experiments in 2028. This is an opportune time for artificial intelligence (AI) to be included from the start at this facility and in all phases that lead up to th...

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Autores principales: Allaire, C., Ammendola, R., Aschenauer, E.-C., Balandat, M., Battaglieri, M., Bernauer, J., Bondì, M., Branson, N., Britton, T., Butter, A., Chahrour, I., Chatagnon, P., Cisbani, E., Cline, E.W., Dash, S., Dean, C., Deconinck, W., Deshpande, A., Diefenthaler, M., Ent, R., Fanelli, C., Finger, M., M.Finger, Jr., Fol, E., Furletov, S., Gao, Y., Giroux, J., Waduge, N.C. Gunawardhana, Harish, R., Hassan, O., Hegde, P.L., Hernández-Pinto, R.J., Hiller Blin, A., Horn, T., Huang, J., Jayakodige, D., Joo, B., Junaid, M., Karande, P., Kriesten, B., Kunnawalkam Elayavalli, R., Lin, M., Liu, F., Liuti, S., Matousek, G., McEneaney, M., McSpadden, D., Menzo, T., Miceli, T., Mikuni, V., Montgomery, R., Nachman, B., Nair, R.R., Niestroy, J., Oregon, S.A. Ochoa, Oleniacz, J., Osborn, J.D., Paudel, C., Pecar, C., Peng, C., Perdue, G.N., Phelps, W., Purschke, M.L., Rajput, K., Ren, Y., Renteria-Estrada, D.F., Richford, D., Roy, B.J., Roy, D., Sato, N., Satogata, T., Sborlini, G., Schram, M., Shih, D., Singh, J., Singh, R., Siodmok, A., Stone, P., Stevens, J., Suarez, L., Suresh, K., Tawfik, A.-N., Acosta, F. Torales, Tran, N., Trotta, R., Twagirayezu, F.J., Tyson, R., Volkova, S., Vossen, A., Walter E., Whiteson, D., Williams, M., Wu, S., Zachariou, N., Zurita, P.
Lenguaje:eng
Publicado: 2023
Materias:
nucl-th
Nuclear Physics - Theory
nucl-ex
Nuclear Physics - Experiment
hep-ex
Particle Physics - Experiment
cs.LG
Computing and Computers
physics.acc-ph
Accelerators and Storage Rings
Acceso en línea:http://cds.cern.ch/record/2865448
_version_ 1780978042520207360
author Allaire, C.
Ammendola, R.
Aschenauer, E.-C.
Balandat, M.
Battaglieri, M.
Bernauer, J.
Bondì, M.
Branson, N.
Britton, T.
Butter, A.
Chahrour, I.
Chatagnon, P.
Cisbani, E.
Cline, E.W.
Dash, S.
Dean, C.
Deconinck, W.
Deshpande, A.
Diefenthaler, M.
Ent, R.
Fanelli, C.
Finger, M.
M.Finger, Jr.
Fol, E.
Furletov, S.
Gao, Y.
Giroux, J.
Waduge, N.C. Gunawardhana
Harish, R.
Hassan, O.
Hegde, P.L.
Hernández-Pinto, R.J.
Hiller Blin, A.
Horn, T.
Huang, J.
Jayakodige, D.
Joo, B.
Junaid, M.
Karande, P.
Kriesten, B.
Kunnawalkam Elayavalli, R.
Lin, M.
Liu, F.
Liuti, S.
Matousek, G.
McEneaney, M.
McSpadden, D.
Menzo, T.
Miceli, T.
Mikuni, V.
Montgomery, R.
Nachman, B.
Nair, R.R.
Niestroy, J.
Oregon, S.A. Ochoa
Oleniacz, J.
Osborn, J.D.
Paudel, C.
Pecar, C.
Peng, C.
Perdue, G.N.
Phelps, W.
Purschke, M.L.
Rajput, K.
Ren, Y.
Renteria-Estrada, D.F.
Richford, D.
Roy, B.J.
Roy, D.
Sato, N.
Satogata, T.
Sborlini, G.
Schram, M.
Shih, D.
Singh, J.
Singh, R.
Siodmok, A.
Stone, P.
Stevens, J.
Suarez, L.
Suresh, K.
Tawfik, A.-N.
Acosta, F. Torales
Tran, N.
Trotta, R.
Twagirayezu, F.J.
Tyson, R.
Volkova, S.
Vossen, A.
Walter E.
Whiteson, D.
Williams, M.
Wu, S.
Zachariou, N.
Zurita, P.
author_facet Allaire, C.
Ammendola, R.
Aschenauer, E.-C.
Balandat, M.
Battaglieri, M.
Bernauer, J.
Bondì, M.
Branson, N.
Britton, T.
Butter, A.
Chahrour, I.
Chatagnon, P.
Cisbani, E.
Cline, E.W.
Dash, S.
Dean, C.
Deconinck, W.
Deshpande, A.
Diefenthaler, M.
Ent, R.
Fanelli, C.
Finger, M.
M.Finger, Jr.
Fol, E.
Furletov, S.
Gao, Y.
Giroux, J.
Waduge, N.C. Gunawardhana
Harish, R.
Hassan, O.
Hegde, P.L.
Hernández-Pinto, R.J.
Hiller Blin, A.
Horn, T.
Huang, J.
Jayakodige, D.
Joo, B.
Junaid, M.
Karande, P.
Kriesten, B.
Kunnawalkam Elayavalli, R.
Lin, M.
Liu, F.
Liuti, S.
Matousek, G.
McEneaney, M.
McSpadden, D.
Menzo, T.
Miceli, T.
Mikuni, V.
Montgomery, R.
Nachman, B.
Nair, R.R.
Niestroy, J.
Oregon, S.A. Ochoa
Oleniacz, J.
Osborn, J.D.
Paudel, C.
Pecar, C.
Peng, C.
Perdue, G.N.
Phelps, W.
Purschke, M.L.
Rajput, K.
Ren, Y.
Renteria-Estrada, D.F.
Richford, D.
Roy, B.J.
Roy, D.
Sato, N.
Satogata, T.
Sborlini, G.
Schram, M.
Shih, D.
Singh, J.
Singh, R.
Siodmok, A.
Stone, P.
Stevens, J.
Suarez, L.
Suresh, K.
Tawfik, A.-N.
Acosta, F. Torales
Tran, N.
Trotta, R.
Twagirayezu, F.J.
Tyson, R.
Volkova, S.
Vossen, A.
Walter E.
Whiteson, D.
Williams, M.
Wu, S.
Zachariou, N.
Zurita, P.
author_sort Allaire, C.
collection CERN
description The Electron-Ion Collider (EIC), a state-of-the-art facility for studying the strong force, is expected to begin commissioning its first experiments in 2028. This is an opportune time for artificial intelligence (AI) to be included from the start at this facility and in all phases that lead up to the experiments. The second annual workshop organized by the AI4EIC working group, which recently took place, centered on exploring all current and prospective application areas of AI for the EIC. This workshop is not only beneficial for the EIC, but also provides valuable insights for the newly established ePIC collaboration at EIC. This paper summarizes the different activities and R&D projects covered across the sessions of the workshop and provides an overview of the goals, approaches and strategies regarding AI/ML in the EIC community, as well as cutting-edge techniques currently studied in other experiments.
id cern-2865448
institution Organización Europea para la Investigación Nuclear
language eng
publishDate 2023
record_format invenio
spelling cern-28654482023-10-24T02:44:15Zhttp://cds.cern.ch/record/2865448engAllaire, C.Ammendola, R.Aschenauer, E.-C.Balandat, M.Battaglieri, M.Bernauer, J.Bondì, M.Branson, N.Britton, T.Butter, A.Chahrour, I.Chatagnon, P.Cisbani, E.Cline, E.W.Dash, S.Dean, C.Deconinck, W.Deshpande, A.Diefenthaler, M.Ent, R.Fanelli, C.Finger, M.M.Finger, Jr.Fol, E.Furletov, S.Gao, Y.Giroux, J.Waduge, N.C. GunawardhanaHarish, R.Hassan, O.Hegde, P.L.Hernández-Pinto, R.J.Hiller Blin, A.Horn, T.Huang, J.Jayakodige, D.Joo, B.Junaid, M.Karande, P.Kriesten, B.Kunnawalkam Elayavalli, R.Lin, M.Liu, F.Liuti, S.Matousek, G.McEneaney, M.McSpadden, D.Menzo, T.Miceli, T.Mikuni, V.Montgomery, R.Nachman, B.Nair, R.R.Niestroy, J.Oregon, S.A. OchoaOleniacz, J.Osborn, J.D.Paudel, C.Pecar, C.Peng, C.Perdue, G.N.Phelps, W.Purschke, M.L.Rajput, K.Ren, Y.Renteria-Estrada, D.F.Richford, D.Roy, B.J.Roy, D.Sato, N.Satogata, T.Sborlini, G.Schram, M.Shih, D.Singh, J.Singh, R.Siodmok, A.Stone, P.Stevens, J.Suarez, L.Suresh, K.Tawfik, A.-N.Acosta, F. ToralesTran, N.Trotta, R.Twagirayezu, F.J.Tyson, R.Volkova, S.Vossen, A.Walter E.Whiteson, D.Williams, M.Wu, S.Zachariou, N.Zurita, P.Artificial Intelligence for the Electron Ion Collider (AI4EIC)nucl-thNuclear Physics - Theorynucl-exNuclear Physics - Experimenthep-exParticle Physics - Experimentcs.LGComputing and Computersphysics.acc-phAccelerators and Storage RingsThe Electron-Ion Collider (EIC), a state-of-the-art facility for studying the strong force, is expected to begin commissioning its first experiments in 2028. This is an opportune time for artificial intelligence (AI) to be included from the start at this facility and in all phases that lead up to the experiments. The second annual workshop organized by the AI4EIC working group, which recently took place, centered on exploring all current and prospective application areas of AI for the EIC. This workshop is not only beneficial for the EIC, but also provides valuable insights for the newly established ePIC collaboration at EIC. This paper summarizes the different activities and R&D projects covered across the sessions of the workshop and provides an overview of the goals, approaches and strategies regarding AI/ML in the EIC community, as well as cutting-edge techniques currently studied in other experiments.arXiv:2307.08593FERMILAB-CONF-23-407-ADoai:cds.cern.ch:28654482023-07-17
spellingShingle nucl-th
Nuclear Physics - Theory
nucl-ex
Nuclear Physics - Experiment
hep-ex
Particle Physics - Experiment
cs.LG
Computing and Computers
physics.acc-ph
Accelerators and Storage Rings
Allaire, C.
Ammendola, R.
Aschenauer, E.-C.
Balandat, M.
Battaglieri, M.
Bernauer, J.
Bondì, M.
Branson, N.
Britton, T.
Butter, A.
Chahrour, I.
Chatagnon, P.
Cisbani, E.
Cline, E.W.
Dash, S.
Dean, C.
Deconinck, W.
Deshpande, A.
Diefenthaler, M.
Ent, R.
Fanelli, C.
Finger, M.
M.Finger, Jr.
Fol, E.
Furletov, S.
Gao, Y.
Giroux, J.
Waduge, N.C. Gunawardhana
Harish, R.
Hassan, O.
Hegde, P.L.
Hernández-Pinto, R.J.
Hiller Blin, A.
Horn, T.
Huang, J.
Jayakodige, D.
Joo, B.
Junaid, M.
Karande, P.
Kriesten, B.
Kunnawalkam Elayavalli, R.
Lin, M.
Liu, F.
Liuti, S.
Matousek, G.
McEneaney, M.
McSpadden, D.
Menzo, T.
Miceli, T.
Mikuni, V.
Montgomery, R.
Nachman, B.
Nair, R.R.
Niestroy, J.
Oregon, S.A. Ochoa
Oleniacz, J.
Osborn, J.D.
Paudel, C.
Pecar, C.
Peng, C.
Perdue, G.N.
Phelps, W.
Purschke, M.L.
Rajput, K.
Ren, Y.
Renteria-Estrada, D.F.
Richford, D.
Roy, B.J.
Roy, D.
Sato, N.
Satogata, T.
Sborlini, G.
Schram, M.
Shih, D.
Singh, J.
Singh, R.
Siodmok, A.
Stone, P.
Stevens, J.
Suarez, L.
Suresh, K.
Tawfik, A.-N.
Acosta, F. Torales
Tran, N.
Trotta, R.
Twagirayezu, F.J.
Tyson, R.
Volkova, S.
Vossen, A.
Walter E.
Whiteson, D.
Williams, M.
Wu, S.
Zachariou, N.
Zurita, P.
Artificial Intelligence for the Electron Ion Collider (AI4EIC)
title Artificial Intelligence for the Electron Ion Collider (AI4EIC)
title_full Artificial Intelligence for the Electron Ion Collider (AI4EIC)
title_fullStr Artificial Intelligence for the Electron Ion Collider (AI4EIC)
title_full_unstemmed Artificial Intelligence for the Electron Ion Collider (AI4EIC)
title_short Artificial Intelligence for the Electron Ion Collider (AI4EIC)
title_sort artificial intelligence for the electron ion collider (ai4eic)
topic nucl-th
Nuclear Physics - Theory
nucl-ex
Nuclear Physics - Experiment
hep-ex
Particle Physics - Experiment
cs.LG
Computing and Computers
physics.acc-ph
Accelerators and Storage Rings
url http://cds.cern.ch/record/2865448
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