2025-08-25 12:36 |
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2025-08-25 09:55 |
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2025-08-23 04:15 |
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JEDI-linear: Fast and Efficient Graph Neural Networks for Jet Tagging on FPGAs
/ Que, Zhiqiang (Imperial Coll., London) ; Sun, Chang (Caltech) ; Paramesvaran, Sudarshan (U. Bristol (main)) ; Clement, Emyr (U. Bristol (main)) ; Karakoulaki, Katerina (U. Bristol (main)) ; Brown, Christopher (CERN) ; Laatu, Lauri (Imperial Coll., London) ; Cox, Arianna (Imperial Coll., London) ; Tapper, Alexander (Imperial Coll., London) ; Luk, Wayne (Imperial Coll., London) et al.
Graph Neural Networks (GNNs), particularly Interaction Networks (INs), have shown exceptional performance for jet tagging at the CERN High-Luminosity Large Hadron Collider (HL-LHC). [...]
arXiv:2508.15468.
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2025-08-23 04:15 |
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Spin versus Magic: Lessons from Gluon and Graviton Scattering
/ Gargalionis, John (Adelaide U., Sch. Chem. Phys. ; ARC, CoEDMPP, Australia) ; Moynihan, Nathan (Queen Mary, U. of London) ; Trifinopoulos, Sokratis (CERN ; Zurich U.) ; Wallace, Ewan N.V. (Adelaide U., Sch. Chem. Phys. ; ARC, CoEDMPP, Australia) ; White, Chris D. (Queen Mary, U. of London) ; White, Martin J. (Adelaide U., Sch. Chem. Phys. ; ARC, CoEDMPP, Australia)
The quantum property of non-stabiliserness, also known as magic, plays a key role in designing quantum computing systems. [...]
CERN-TH-2025-166 ; ADP-25-30/T1292 ; arXiv:2508.14967.
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2025-08-22 07:30 |
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Lorentz-Equivariance without Limitations
/ Favaro, Luigi (Louvain U., CP3) ; Gerhartz, Gerrit (U. Heidelberg, ITP) ; Hamprecht, Fred A. (Heidelberg U.) ; Lippmann, Peter (Heidelberg U.) ; Pitz, Sebastian (U. Heidelberg, ITP) ; Plehn, Tilman (U. Heidelberg, ITP ; Heidelberg U.) ; Qu, Huilin (CERN) ; Spinner, Jonas (U. Heidelberg, ITP)
Lorentz Local Canonicalization (LLoCa) ensures exact Lorentz-equivariance for arbitrary neural networks with minimal computational overhead. [...]
arXiv:2508.14898.
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2025-08-22 05:53 |
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2025-08-21 09:55 |
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2025-08-21 06:09 |
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2025-08-21 06:01 |
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2025-08-21 05:57 |
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Implementation of the Martini-Ericson-Chanfray-Marteau RPA-based (anti)neutrino cross-section model in the GENIE neutrino event generator
/ Russo, Lavinia (Paris U., VI-VII) ; Martini, Marco (Paris U., VI-VII ; IPSA, Paris) ; Dolan, Stephen (CERN) ; Munteanu, Laura (CERN) ; Popov, Boris (Paris U., VI-VII) ; Giganti, Claudio (Paris U., VI-VII)
We discuss the first implementation of the Martini-Ericson-Chanfray-Marteau RPA-based (anti)neutrino cross-section model for quasielastic (1p1h) and multinucleon (2p2h and 3p3h) excitations in the widely used GENIE neutrino event generator. [...]
arXiv:2508.13939.
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