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71 changes: 70 additions & 1 deletion HEPML.bib
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# HEPML Papers

% November 08, 2024
% November 12, 2024
@article{Cornell:2024dki,
author = "Cornell, Alan S. and Fuks, Benjamin and Goodsell, Mark D. and Ncube, Anele M.",
title = "{Improving smuon searches with Neural Networks}",
Expand All @@ -11,6 +11,75 @@ @article{Cornell:2024dki
year = "2024"
}

% November 12, 2024
@article{Richter-Was:2024jxn,
author = "Richter-Was, E. and Yerniyazov, T. and Was, Z.",
title = "{Pseudo-observables and Deep Neural Network for mixed CP -- H to tau tau decays at LHC}",
eprint = "2411.06216",
archivePrefix = "arXiv",
primaryClass = "hep-ph",
reportNumber = "IFJPAN-IV-2024-12",
month = "11",
year = "2024"
}

% November 12, 2024
@article{Kawai:2024pws,
author = "Kawai, Shinsuke and Okada, Nobuchika",
title = "{Truth, beauty, and goodness in grand unification: a machine learning approach}",
eprint = "2411.06718",
archivePrefix = "arXiv",
primaryClass = "hep-ph",
month = "11",
year = "2024"
}

% November 12, 2024
@article{CMS:2024jdl,
author = "{CMS Collaboration}",
title = "{Reweighting simulated events using machine-learning techniques in the CMS experiment}",
eprint = "2411.03023",
archivePrefix = "arXiv",
primaryClass = "hep-ex",
reportNumber = "CMS-MLG-24-001, CERN-EP-2024-269",
month = "11",
year = "2024"
}

% November 12, 2024
@article{Smith:2024lxz,
author = "Smith, Dylan and Ghosh, Aishik and Liu, Junze and Baldi, Pierre and Whiteson, Daniel",
title = "{Fast multi-geometry calorimeter simulation with conditional self-attention variational autoencoders}",
eprint = "2411.05996",
archivePrefix = "arXiv",
primaryClass = "hep-ex",
month = "11",
year = "2024"
}

% November 12, 2024
@article{VanStroud:2024fau,
author = "Van Stroud, Samuel and Duckett, Philippa and Hart, Max and Pond, Nikita and Rettie, S\'ebastien and Facini, Gabriel and Scanlon, Tim",
title = "{Transformers for Charged Particle Track Reconstruction in High Energy Physics}",
eprint = "2411.07149",
archivePrefix = "arXiv",
primaryClass = "hep-ex",
month = "11",
year = "2024"
}

% November 08, 2024
@article{ATLAS:2024mrr,
author = "{ATLAS Collaboration}",
title = "{Search for vector-like leptons coupling to first- and second-generation Standard Model leptons in $pp$ collisions at $\sqrt{s}=13$ TeV with the ATLAS detector}",
eprint = "2411.07143",
archivePrefix = "arXiv",
primaryClass = "hep-ex",
reportNumber = "CERN-EP-2024-296",
month = "11",
year = "2024"
}

% November 06, 2024
@article{Heller:2024onk,
author = "Heller, Nick and Ilten, Phil and Menzo, Tony and Mrenna, Stephen and Nachman, Benjamin and Siodmok, Andrzej and Szewc, Manuel and Youssef, Ahmed",
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13 changes: 7 additions & 6 deletions HEPML.tex

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53 changes: 53 additions & 0 deletions README.md
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Expand Up @@ -445,6 +445,7 @@ This review was built with the help of the HEP-ML community, the [INSPIRE REST A

#### BSM particles and models

* [Pseudo-observables and Deep Neural Network for mixed CP -- H to tau tau decays at LHC](https://arxiv.org/abs/2411.06216) (2024)
* [Improving smuon searches with Neural Networks](https://arxiv.org/abs/2411.04526) (2024)
* [Machine-Learning Analysis of Radiative Decays to Dark Matter at the LHC](https://arxiv.org/abs/2410.13799) (2024)
* [Machine learning tagged boosted dark photon: A signature of fermionic portal matter at the LHC](https://arxiv.org/abs/2410.06925) (2024)
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* [Searching for Exotic Particles in High-Energy Physics with Deep Learning](https://arxiv.org/abs/1402.4735) [[DOI](https://doi.org/10.1038/ncomms5308)] (2014)
* [Automating the Construction of Jet Observables with Machine Learning](https://arxiv.org/abs/1902.07180) [[DOI](https://doi.org/10.1103/PhysRevD.100.095016)] (2019)

#### Searches and measurements where ML reconstruction is a core component

* [Search for vector-like leptons coupling to first- and second-generation Standard Model leptons in $pp$ collisions at $\sqrt{s}](https://arxiv.org/abs/2411.07143) (2024)
* [Observation of a rare beta decay of the charmed baryon with a Graph Neural Network](https://arxiv.org/abs/2410.13515) (2024)
* [Search for light long-lived particles decaying to displaced jets in proton-proton collisions at $\sqrt{s}$](https://arxiv.org/abs/2409.10806) (2024)
* [Accuracy versus precision in boosted top tagging with the ATLAS detector](https://arxiv.org/abs/2407.20127) [[DOI](https://doi.org/10.1088/1748-0221/19/08/P08018)] (2024)
* [Measurement of boosted Higgs bosons produced via vector boson fusion or gluon fusion in the H $\to$$\mathrm{b\bar{b}}$ decay mode using LHC proton-proton collision data at $\sqrt{s}$](https://arxiv.org/abs/2407.08012) (2024)
* [Shower Separation in Five Dimensions for Highly Granular Calorimeters using Machine Learning](https://arxiv.org/abs/2407.00178) (2024)
* [Improving neutrino energy estimation of charged-current interaction events with recurrent neural networks in MicroBooNE](https://arxiv.org/abs/2406.10123) (2024)
* [A simultaneous unbinned differential cross section measurement of twenty-four $Z$+jets kinematic observables with the ATLAS detector](https://arxiv.org/abs/2405.20041) (2024)
* [Dark sector searches with the CMS experiment](https://arxiv.org/abs/2405.13778) (2024)
* [Test of light-lepton universality in $\tau$ decays with the Belle II experiment](https://arxiv.org/abs/2405.14625) [[DOI](https://doi.org/10.1007/JHEP08(2024)205)] (2024)
* [ATLAS searches for additional scalars and exotic Higgs boson decays with the LHC Run 2 dataset](https://arxiv.org/abs/2405.04914) (2024)
* [Search for new resonances decaying to pairs of merged diphotons in proton-proton collisions at $\sqrt{s}$](https://arxiv.org/abs/2405.00834) (2024)
* [Search for a resonance decaying into a scalar particle and a Higgs boson in the final state with two bottom quarks and two photons in proton-proton collisions at a center of mass energy of 13 TeV with the ATLAS detector](https://arxiv.org/abs/2404.12915) (2024)
* [Search for Higgs Boson Pair Production with One Associated Vector Boson in Proton-Proton Collisions at $\sqrt{s}$](https://arxiv.org/abs/2404.08462) [[DOI](https://doi.org/10.1007/JHEP10(2024)061)] (2024)
* [Exploration at the high-energy frontier: ATLAS Run 2 searches investigating the exotic jungle beyond the Standard Model](https://arxiv.org/abs/2403.09292) (2024)
* [Observation of electroweak production of $W^+W^-$ in association with jets in proton-proton collisions at $\sqrt{s}](https://arxiv.org/abs/2403.04869) [[DOI](https://doi.org/10.1007/JHEP07(2024)254)] (2024)
* [Search for long-lived particles using displaced vertices and missing transverse momentum in proton-proton collisions at $\sqrt{s}$](https://arxiv.org/abs/2402.15804) [[DOI](https://doi.org/10.1103/PhysRevD.109.112005)] (2024)
* [Search for new phenomena with top-quark pairs and large missing transverse momentum using 140 fb$^{-1}$ of pp collision data at $ \sqrt{s} $](https://arxiv.org/abs/2401.13430) [[DOI](https://doi.org/10.1007/JHEP03(2024)139)] (2024)
* [CMS highlights on searches for new physics in final states with jets](https://arxiv.org/abs/2401.07172) [[DOI](https://doi.org/10.22323/1.450.0162)] (2024)
* [Novel techniques for alpha/beta pulse shape discrimination in Borexino](https://arxiv.org/abs/2310.11826) [[DOI](https://doi.org/10.1103/PhysRevD.109.112014)] (2023)
* [Advances in developing deep neural networks for finding primary vertices in proton-proton collisions at the LHC](https://arxiv.org/abs/2309.12417) [[DOI](https://doi.org/10.1051/epjconf/202429509003)] (2023)
* [Suppression of Neutron Background using Deep Neural Network and Fourier Frequency Analysis at the KOTO Experiment](https://arxiv.org/abs/2309.12063) [[DOI](https://doi.org/10.1016/j.nima.2023.169010)] (2023)
* [Boosting dark matter searches at muon colliders with Machine Learning: the mono-Higgs channel as a case study](https://arxiv.org/abs/2309.11241) [[DOI](https://doi.org/10.1093/ptep/ptad144)] (2023)
* [Applying Machine Learning Techniques to Searches for Lepton-Partner Pair-Production with Intermediate Mass Gaps at the Large Hadron Collider](https://arxiv.org/abs/2309.10197) [[DOI](https://doi.org/10.1103/PhysRevD.109.075018)] (2023)
* [Searches for supersymmetric particles with prompt decays with the ATLAS detector](https://arxiv.org/abs/2306.15014) (2023)
* [Measurement of \ensuremath{\nu}\ensuremath{\mu} charged-current inclusive \ensuremath{\pi}0 production in the NOvA near detector](https://arxiv.org/abs/2306.04028) [[DOI](https://doi.org/10.1103/PhysRevD.107.112008)] (2023)
* [Evidence of off-shell Higgs boson production from $ZZ$ leptonic decay channels and constraints on its total width with the ATLAS detector](https://arxiv.org/abs/2304.01532) [[DOI](https://doi.org/10.1016/j.physletb.2023.138223)] (2023)
* [Search for third-generation vector-like leptons in $pp$ collisions at $\sqrt{s}](https://arxiv.org/abs/2303.05441) [[DOI](https://doi.org/10.1007/JHEP07(2023)118)] (2023)
* [Search for a light charged Higgs boson in $t \rightarrow H^{\pm}b$ decays, with $H^{\pm} \rightarrow cb$, in the lepton+jets final state in proton-proton collisions at $\sqrt{s}](https://arxiv.org/abs/2302.11739) [[DOI](https://doi.org/10.1007/JHEP09(2023)004)] (2023)
* [Observation of single-top-quark production in association with a photon using the ATLAS detector](https://arxiv.org/abs/2302.01283) [[DOI](https://doi.org/10.1103/PhysRevLett.131.181901)] (2023)
* [Search for a new Z' gauge boson in $4\mu$ events with the ATLAS experiment](https://arxiv.org/abs/2301.09342) [[DOI](https://doi.org/10.1007/JHEP07(2023)090)] (2023)
* [Search for periodic signals in the dielectron and diphoton invariant mass spectra using 139 fb$^{-1}$ of $pp$ collisions at $\sqrt{s}](https://arxiv.org/abs/2305.10894) [[DOI](https://doi.org/10.1007/JHEP10(2023)079)] (2023)
* [Search for a new scalar resonance in flavour-changing neutral-current top-quark decays $t \rightarrow qX$ ($q](https://arxiv.org/abs/2301.03902) [[DOI](https://doi.org/10.1007/JHEP07(2023)199)] (2023)
* [Search for long-lived particles using out-of-time trackless jets in proton-proton collisions at $ \sqrt{s} $](https://arxiv.org/abs/2212.06695) [[DOI](https://doi.org/10.1007/JHEP07(2023)210)] (2022)
* [Evidence for Four-Top Quark Production at the LHC](https://arxiv.org/abs/2212.06075) (2022)
* [Measurement of the cross section of top quark-antiquark pair production in association with a W boson in proton-proton collisions at $\sqrt{s}](https://arxiv.org/abs/2212.03770) (2022)
* [Reconstruction of the event vertex in the PandaX-III experiment with convolution neural network](https://arxiv.org/abs/2211.14992) [[DOI](https://doi.org/10.1007/JHEP05(2023)200)] (2022)
* [Search for Higgs Boson and Observation of Z Boson through their Decay into a Charm Quark-Antiquark Pair in Boosted Topologies in Proton-Proton Collisions at s](https://arxiv.org/abs/2211.14181) [[DOI](https://doi.org/10.1103/PhysRevLett.131.041801)] (2022)
* [Search for supersymmetry in final states with a single electron or muon using angular correlations and heavy-object identification in proton-proton collisions at $\sqrt{s}$](https://arxiv.org/abs/2211.08476) [[DOI](https://doi.org/10.1007/JHEP09(2023)149)] (2022)
* [Search for supersymmetry in final states with missing transverse momentum and three or more b-jets in 139 fb$^{-1}$ of proton\textendash{}proton collisions at $\sqrt{s}](https://arxiv.org/abs/2211.08028) [[DOI](https://doi.org/10.1140/epjc/s10052-023-11543-6)] (2022)
* [Search for an anomalous excess of charged-current quasi-elastic $\nu_e$ interactions with the MicroBooNE experiment using Deep-Learning-based reconstruction](https://arxiv.org/abs/2110.14080) [[DOI](https://doi.org/10.1103/PhysRevD.105.112003)] (2021)
* [Search for an anomalous excess of inclusive charged-current $\nu_e$ interactions in the MicroBooNE experiment using Wire-Cell reconstruction](https://arxiv.org/abs/2110.13978) [[DOI](https://doi.org/10.1103/PhysRevD.105.112005)] (2021)
* [A deep neural network to search for new long-lived particles decaying to jets](https://arxiv.org/abs/1912.12238) [[DOI](https://doi.org/10.1088/2632-2153/ab9023)] (2019)
* [The Full Event Interpretation}: {An Exclusive Tagging Algorithm for the Belle II Experiment](https://arxiv.org/abs/1807.08680) [[DOI](https://doi.org/10.1007/s41781-019-0021-8)] (2018)

#### Particle identification

* [Transformers for Charged Particle Track Reconstruction in High Energy Physics](https://arxiv.org/abs/2411.07149) (2024)
* [Detecting highly collimated photon-jets from Higgs boson exotic decays with deep learning](https://arxiv.org/abs/2401.15690) (2024)
* [Machine-learning-based particle identification with missing data](https://arxiv.org/abs/2401.01905) [[DOI](https://doi.org/10.1140/epjc/s10052-024-13047-3)] (2024)
* [Study of residual artificial neural network for particle identification in the CEPC high-granularity calorimeter prototype](https://arxiv.org/abs/2310.09489) [[DOI](https://doi.org/10.1088/1748-0221/19/04/P04033)] (2023)
Expand Down Expand Up @@ -1051,6 +1100,7 @@ This review was built with the help of the HEP-ML community, the [INSPIRE REST A

### Calibration

* [Reweighting simulated events using machine-learning techniques in the CMS experiment](https://arxiv.org/abs/2411.03023) (2024)
* [Vertex Imaging Hadron Calorimetry Using AI/ML Tools](https://arxiv.org/abs/2408.15385) (2024)
* [ML-based Calibration and Control of the GlueX Central Drift Chamber](https://arxiv.org/abs/2403.13823) (2024)
* [A Comparison of Deep Learning Models for Proton Background Rejection with the AMS Electromagnetic Calorimeter](https://arxiv.org/abs/2402.16285) (2024)
Expand Down Expand Up @@ -1464,6 +1514,7 @@ This review was built with the help of the HEP-ML community, the [INSPIRE REST A

### (Variational) Autoencoders

* [Fast multi-geometry calorimeter simulation with conditional self-attention variational autoencoders](https://arxiv.org/abs/2411.05996) (2024)
* [CaloChallenge 2022: A Community Challenge for Fast Calorimeter Simulation](https://arxiv.org/abs/2410.21611) (2024)
* [Calo-VQ: Vector-Quantized Two-Stage Generative Model in Calorimeter Simulation](https://arxiv.org/abs/2405.06605) (2024)
* [Deep Generative Models for Ultra-High Granularity Particle Physics Detector Simulation: A Voyage From Emulation to Extrapolation](https://arxiv.org/abs/2403.13825) (2024)
Expand Down Expand Up @@ -2030,6 +2081,7 @@ This review was built with the help of the HEP-ML community, the [INSPIRE REST A

### ML for theory

* [Truth, beauty, and goodness in grand unification: a machine learning approach](https://arxiv.org/abs/2411.06718) (2024)
* [cymyc -- Calabi-Yau Metrics, Yukawas, and Curvature](https://arxiv.org/abs/2410.19728) (2024)
* [Calabi-Yau metrics through Grassmannian learning and Donaldson's algorithm](https://arxiv.org/abs/2410.11284) (2024)
* [Bootstrapping string models with entanglement minimization and Machine-Learning](https://arxiv.org/abs/2409.18259) (2024)
Expand Down Expand Up @@ -2092,6 +2144,7 @@ This review was built with the help of the HEP-ML community, the [INSPIRE REST A

### Searches and measurements where ML reconstruction is a core component

* [Search for vector-like leptons coupling to first- and second-generation Standard Model leptons in $pp$ collisions at $\sqrt{s}](https://arxiv.org/abs/2411.07143) (2024)
* [Observation of a rare beta decay of the charmed baryon with a Graph Neural Network](https://arxiv.org/abs/2410.13515) (2024)
* [Search for light long-lived particles decaying to displaced jets in proton-proton collisions at $\sqrt{s}$](https://arxiv.org/abs/2409.10806) (2024)
* [Accuracy versus precision in boosted top tagging with the ATLAS detector](https://arxiv.org/abs/2407.20127) [[DOI](https://doi.org/10.1088/1748-0221/19/08/P08018)] (2024)
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