First evidence for mixing-induced CP violation in B⁰_s to J/psi\,φ(1020) decays in pp collisions at sqrt{s} = 13 TeV
Pith reviewed 2026-05-23 07:24 UTC · model grok-4.3
The pith
Measurement of the weak phase in B_s decays gives the first evidence for mixing-induced CP violation at 3.2 standard deviations.
A machine-rendered reading of the paper's core claim, the machinery that carries it, and where it could break.
Core claim
The weak phase is measured to be φ_s = −73 ± 22 (stat) ± 10 (syst) mrad from 96.5 fb−1 of 13 TeV data. Combined with the √s = 8 TeV result, this gives φ_s = −75 ± 23 mrad. The value differs from zero by 3.2 standard deviations, providing the first evidence for mixing-induced CP violation in B^0_s → J/ψ φ(1020) decays. All measured physics parameters agree with standard model predictions where available.
What carries the argument
Machine-learning-based flavor-tagging algorithm combining same-side and opposite-side tagging, used in a time- and flavor-dependent angular analysis of the μ+μ−K+K− final state.
If this is right
- The measured weak phase differs from zero at 3.2 standard deviations, establishing evidence for mixing-induced CP violation.
- All other measured parameters of the B_s system agree with standard model predictions.
- The analysis extracts the equivalent of 27,000 tagged decays from the 13 TeV dataset.
- Combining the 13 TeV and 8 TeV results increases the significance of the deviation from zero.
Where Pith is reading between the lines
- Larger future datasets could shrink the uncertainty on φ_s enough to test for small deviations from standard model expectations.
- The tagging method could be extended to other B_s decay channels to search for additional CP-violating effects.
- Independent confirmation in a different experiment would strengthen the case that B_s mixing provides a distinct probe of CP violation.
Load-bearing premise
The machine-learning flavor-tagging algorithm, when combined with the time- and flavor-dependent angular analysis, extracts unbiased values for φ_s and related parameters without significant contamination from mistagging or background modeling errors.
What would settle it
An independent measurement of the same decay using a different tagging method that finds φ_s consistent with zero within less than 2 standard deviations would falsify the evidence claim.
Figures
read the original abstract
A novel machine-learning-based flavor-tagging algorithm combining same-side and opposite-side tagging is used to obtain the equivalent of 27$\,$000 tagged B$^0_\mathrm{s}$ $\to$ J/$\psi\, \phi$(1020) decays from pp collisions at $\sqrt{s}$ $=$ 13 TeV, collected by the CMS experiment and corresponding to an integrated luminosity of 96.5 fb$^{-1}$. A time- and flavor-dependent angular analysis of the $\mu^+\mu^-$K$^+$K$^-$ final state, consistent with a $\phi$(1020) $\to$ K$^+$K$^-$ decay, is used to measure parameters of the $\mathrm{B}^0_\mathrm{s}-\overline{\mathrm{B}}^0_\mathrm{s}$ system. The weak phase is measured to be $\phi_\mathrm{s}$ = $-$73 $\pm$ 22 (stat) $\pm$ 10 (syst) mrad, which, combined with the $\sqrt{s}$ $=$ 8 TeV CMS result, gives $\phi_\mathrm{s}$ = $-$75 $\pm$ 23 mrad. This value differs from zero by 3.2 standard deviations, providing the first evidence for mixing-induced $CP$ violation in B$^0_\mathrm{s}$ $\to$ J/$\psi\,\phi$(1020) decays. All measured physics parameters are found to agree with standard model predictions where available.
Editorial analysis
A structured set of objections, weighed in public.
Referee Report
Summary. The manuscript presents a measurement of the CP-violating phase φ_s in B^0_s → J/ψ φ(1020) decays using 96.5 fb^{-1} of 13 TeV pp collision data collected by CMS. A novel machine-learning-based flavor-tagging algorithm combining same-side and opposite-side tagging is used to obtain the equivalent of 27,000 tagged decays. A time- and flavor-dependent angular analysis yields φ_s = −73 ± 22 (stat) ± 10 (syst) mrad. Combined with the prior √s = 8 TeV CMS result, this gives φ_s = −75 ± 23 mrad, which differs from zero by 3.2 standard deviations and is presented as the first evidence for mixing-induced CP violation in this channel. Other measured parameters agree with Standard Model predictions.
Significance. If the result holds, it provides the first evidence (3.2σ) for a non-zero mixing-induced CP phase in B_s decays, constituting a notable test of the Standard Model expectation of a small phase. The combined same-side and opposite-side ML tagging algorithm represents a technical advancement in flavor tagging efficiency. The direct comparison of the extracted φ_s to the external SM expectation, without circularity, is a strength. The combination of 13 TeV and 8 TeV datasets adds to the robustness of the quoted uncertainty.
major comments (1)
- [Flavor-tagging algorithm and angular analysis description] The 3.2σ significance for φ_s differing from zero depends on the unbiased extraction via the novel ML flavor tagger and the time- and flavor-dependent angular fit. The manuscript does not present calibration curves, control-sample results, or fit-validation plots demonstrating that differences in tagging efficiency or mistag probability between data and simulation, or background angular modeling, do not shift φ_s by an amount comparable to the 23 mrad uncertainty. This validation is load-bearing for the central evidence claim.
Simulated Author's Rebuttal
We thank the referee for the careful and constructive review of our manuscript. The major comment identifies a key area where additional material can strengthen the presentation of the flavor-tagging and angular analysis validation. We address the point below and will revise the manuscript to incorporate the requested elements.
read point-by-point responses
-
Referee: [Flavor-tagging algorithm and angular analysis description] The 3.2σ significance for φ_s differing from zero depends on the unbiased extraction via the novel ML flavor tagger and the time- and flavor-dependent angular fit. The manuscript does not present calibration curves, control-sample results, or fit-validation plots demonstrating that differences in tagging efficiency or mistag probability between data and simulation, or background angular modeling, do not shift φ_s by an amount comparable to the 23 mrad uncertainty. This validation is load-bearing for the central evidence claim.
Authors: We agree that explicit validation material is essential to support the robustness of the φ_s result. The current manuscript describes the ML tagger and fit procedure but does not include dedicated calibration curves, control-sample comparisons, or fit-validation plots at the level requested. In the revised manuscript we will add: (i) calibration curves for the combined same-side plus opposite-side ML tagger showing tagging efficiency and mistag probability versus p_T and η in both data and simulation; (ii) results from control samples (e.g., B^+ → J/ψ K^+) used to validate the mistag rates; and (iii) angular fit validation plots, including pull distributions and comparisons of background angular modeling between data and simulation. These additions will quantify that any residual data-simulation discrepancies contribute well below the 10 mrad systematic uncertainty and do not alter the 3.2σ significance of the combined result. revision: yes
Circularity Check
No circularity: direct experimental extraction from data
full rationale
The paper performs a time- and flavor-dependent angular fit to extract φ_s directly from 27 000 tagged B^0_s decays in 13 TeV data, using a novel ML tagger. The measured value is compared against the external SM expectation of a small phase; the 3.2σ deviation is a statistical statement about the fit result versus zero, not a quantity forced by construction from the inputs. The combination with the prior 8 TeV CMS result adds independent data and does not reduce the central claim to a self-citation. No self-definitional equations, fitted inputs renamed as predictions, or ansatzes smuggled via citation appear in the derivation chain.
Axiom & Free-Parameter Ledger
axioms (1)
- domain assumption The time- and flavor-dependent angular distribution of the μ+μ−K+K− final state can be modeled to extract the CP-violating phase φ_s without large biases from detector effects or backgrounds.
Reference graph
Works this paper leans on
-
[1]
Unitary symmetry and leptonic decays
N. Cabibbo, “Unitary symmetry and leptonic decays”, Phys. Rev. Lett. 10 (1963) 531, doi:10.1103/PhysRevLett.10.531
-
[2]
CP violation in the renormalizable theory of weak interaction
M. Kobayashi and T. Maskawa, “ CP violation in the renormalizable theory of weak interaction”, Prog. Theor. Phys. 49 (1973) 652, doi:10.1143/PTP.49.652
-
[3]
M. Z. Barel, K. De Bruyn, R. Fleischer, and E. Malami, “In pursuit of new physics with B0 → J/ψ K0 and B0 s → J/ψ ϕ (1020) decays at the high-precision frontier”, J. Phys. G 48 (2021) 065002, doi:10.1088/1361-6471/abf2a2, arXiv:2010.14423
-
[4]
Predictions of selected flavour observables within the Standard Model
CKMfitter Collaboration, “Predictions of selected flavour observables within the standard model”, Phys. Rev. D 84 (2011) 033005, doi:10.1103/PhysRevD.84.033005, arXiv:1106.4041. Updated with Summer 23 results: http://ckmfitter.in2p3.fr/www/results/plots_summer23/ckm_ res_summer23.html
work page internal anchor Pith review Pith/arXiv arXiv doi:10.1103/physrevd.84.033005 2011
-
[5]
New UTfit analysis of the unitarity triangle in the Cabibbo–Kobayashi–Maskawa scheme
UTfit Collaboration, “New UTfit analysis of the unitarity triangle in the Cabibbo–Kobayashi–Maskawa scheme”, Rend. Lincei Sci. Fis. Nat. 34 (2023) 37, doi:10.1007/s12210-023-01137-5 , arXiv:2212.03894
-
[6]
Observation of Bs-Bsbar Oscillations
CDF Collaboration, “Observation of B 0 s-B0 s oscillations”, Phys. Rev. Lett. 97 (2006) 242003, doi:10.1103/PhysRevLett.97.242003, arXiv:hep-ex/0609040
work page internal anchor Pith review Pith/arXiv arXiv doi:10.1103/physrevlett.97.242003 2006
-
[7]
New Physics in Bs -> J/psi phi: a General Analysis
C.-W. Chiang et al., “New physics in B 0 s → J/ψ ϕ (1020): a general analysis”, JHEP 04 (2010) 031, doi:10.1007/JHEP04(2010)031, arXiv:0910.2929
work page internal anchor Pith review Pith/arXiv arXiv doi:10.1007/jhep04(2010)031 2010
-
[8]
CP violation in the B0 s system
M. Artuso, G. Borissov, and A. Lenz, “ CP violation in the B0 s system”, Rev. Mod. Phys. 88 (2016) 045002, doi:10.1103/RevModPhys.88.045002, arXiv:1511.09466. [Erratum: doi:10.1103/RevModPhys.91.049901]
-
[9]
Measurement of $\boldmath {B_s^0}$ mixing parameters from the flavor-tagged decay
D0 Collaboration, “Measurement of B 0 s mixing parameters from the flavor-tagged decay B0 s → J/ψ ϕ (1020)”, Phys. Rev. Lett. 101 (2008) 241801, doi:10.1103/PhysRevLett.101.241801, arXiv:0802.2255
work page internal anchor Pith review Pith/arXiv arXiv doi:10.1103/physrevlett.101.241801 2008
-
[10]
D0 Collaboration, “Measurement of the CP-violating phase ϕJ/ψϕ s using the flavor-tagged decay B0 s → J/ψ ϕ (1020) in 8 fb−1 of pp collisions”, Phys. Rev. D 85 (2012) 032006, doi:10.1103/PhysRevD.85.032006, arXiv:1109.3166
work page internal anchor Pith review Pith/arXiv arXiv doi:10.1103/physrevd.85.032006 2012
-
[11]
First Flavor-Tagged Determination of Bounds on Mixing-Induced CP Violation in Bs -> J/psi phi Decays
CDF Collaboration, “First flavor-tagged determination of bounds on mixing-induced CP violation in B0 s → J/ψ ϕ (1020) decays”, Phys. Rev. Lett. 100 (2008) 161802, doi:10.1103/PhysRevLett.100.161802, arXiv:0712.2397
work page internal anchor Pith review Pith/arXiv arXiv doi:10.1103/physrevlett.100.161802 2008
-
[12]
Measurement of the CP-Violating Phase beta_s in B0s -> J/Psi Phi Decays with the CDF II Detector
CDF Collaboration, “Measurement of the CP-violating phase βJ/ψϕ s in B0 s → J/ψ ϕ (1020) decays with the CDF II detector”, Phys. Rev. D 85 (2012) 072002, doi:10.1103/PhysRevD.85.072002, arXiv:1112.1726
work page internal anchor Pith review Pith/arXiv arXiv doi:10.1103/physrevd.85.072002 2012
-
[13]
Measurement of the Bottom-Strange Meson Mixing Phase in the Full CDF Data Set
CDF Collaboration, “Measurement of the bottom-strange meson mixing phase in the full CDF data set”, Phys. Rev. Lett. 109 (2012) 171802, doi:10.1103/PhysRevLett.109.171802, arXiv:1208.2967
work page internal anchor Pith review Pith/arXiv arXiv doi:10.1103/physrevlett.109.171802 2012
-
[14]
CMS Collaboration, “Measurement of the CP-violating weak phase ϕs and the decay width difference ∆Γs using the B0 s → J/ψ ϕ (1020) decay channel in pp collisions at References 9 √s = 8 TeV”, Phys. Lett. B 757 (2016) 97, doi:10.1016/j.physletb.2016.03.046, arXiv:1507.07527
work page internal anchor Pith review Pith/arXiv arXiv doi:10.1016/j.physletb.2016.03.046 2016
-
[15]
CMS Collaboration, “Measurement of the CP-violating phase ϕs in the B0 s → J/ψ ϕ (1020) → µ+µ− K+K− channel in proton-proton collisions at √s = 13 TeV”, Phys. Lett. B 816 (2021) 136188, doi:10.1016/j.physletb.2021.136188, arXiv:2007.02434
-
[16]
Measurement of the CP-violating phase \phi s in Bs->J/\psi\pi+\pi- decays
LHCb Collaboration, “Measurement of the CP-violating phase ϕs in B0 s → J/ψ π +π − decays”, Phys. Lett. B 713 (2012) 378, doi:10.1016/j.physletb.2012.06.032, arXiv:1204.5675
work page internal anchor Pith review Pith/arXiv arXiv doi:10.1016/j.physletb.2012.06.032 2012
-
[17]
LHCb Collaboration, “Measurement of CP violation and the B0 s meson decay width difference with B0 s → J/ψ K+K− and B0 s → J/ψ π +π − decays”, Phys. Rev. D 87 (2013) 112010, doi:10.1103/PhysRevD.87.112010, arXiv:1304.2600
work page internal anchor Pith review Pith/arXiv arXiv doi:10.1103/physrevd.87.112010 2013
-
[18]
LHCb Collaboration, “Measurement of the CP-violating phase ϕs in B0 s → J/ψ π +π − decays”, Phys. Lett. B 736 (2014) 186, doi:10.1016/j.physletb.2014.06.079, arXiv:1405.4140
work page internal anchor Pith review Pith/arXiv arXiv doi:10.1016/j.physletb.2014.06.079 2014
-
[19]
Precision measurement of $CP$ violation in $B_s^0 \to J/\psi K^+K^-$ decays
LHCb Collaboration, “Precision measurement of CP violation in B0 s → J/ψ K+K− decays”, Phys. Rev. Lett. 114 (2015) 041801, doi:10.1103/PhysRevLett.114.041801, arXiv:1411.3104
work page internal anchor Pith review Pith/arXiv arXiv doi:10.1103/physrevlett.114.041801 2015
-
[20]
LHCb Collaboration, “Improved measurement of CP violation parameters in B0 s → J/ψ K+K− decays in the vicinity of the ϕ(1020)”, Phys. Rev. Lett. 132 (2024) 051802, doi:10.1103/PhysRevLett.132.051802, arXiv:2308.01468
-
[21]
Measurement of the CP-violating phase $\phi_s$ in $\bar{B}^{0}_{s}\to D_{s}^{+}D_{s}^{-}$ decays
LHCb Collaboration, “Measurement of the CP-violating phase ϕs in B0 s → D+ s D− s decays”, Phys. Rev. Lett. 113 (2014) 211801, doi:10.1103/PhysRevLett.113.211801, arXiv:1409.4619
work page internal anchor Pith review Pith/arXiv arXiv doi:10.1103/physrevlett.113.211801 2014
-
[22]
First study of the CP-violating phase and decay-width difference in $B_s^0\to\psi(2S)\phi$ decays
LHCb Collaboration, “First study of the CP-violating phase and decay-width difference in B0 s → ψ(2S) ϕ”, Phys. Lett. B 762 (2016) 253, doi:10.1016/j.physletb.2016.09.028, arXiv:1608.04855
work page internal anchor Pith review Pith/arXiv arXiv doi:10.1016/j.physletb.2016.09.028 2016
-
[23]
ATLAS Collaboration, “Time-dependent angular analysis of the decay B 0 s → J/ψ ϕ (1020) and extraction of ∆Γs and the CP-violating weak phase ϕs by ATLAS”, JHEP 12 (2012) 072, doi:10.1007/JHEP12(2012)072, arXiv:1208.0572
work page internal anchor Pith review Pith/arXiv arXiv doi:10.1007/jhep12(2012)072 2012
-
[24]
ATLAS Collaboration, “Flavor tagged time-dependent angular analysis of the B0 s → J/ψ ϕ (1020) decay and extraction of ∆Γs and the weak phase ϕs in ATLAS”, Phys. Rev. D 90 (2014) 052007, doi:10.1103/PhysRevD.90.052007, arXiv:1407.1796
work page internal anchor Pith review Pith/arXiv arXiv doi:10.1103/physrevd.90.052007 2014
-
[25]
ATLAS Collaboration, “Measurement of the CP-violating phase ϕs and the B0 s meson decay width difference with B0 s → J/ψ ϕ (1020) decays in ATLAS”, JHEP 12 (2016) 072, doi:10.1007/JHEP08(2016)147, arXiv:1601.03297
work page internal anchor Pith review Pith/arXiv arXiv doi:10.1007/jhep08(2016)147 2016
-
[26]
Measurement of the CP-violating phase ϕs in B0 s → J/ψ ϕ (1020) decays in ATLAS at 13 TeV
ATLAS Collaboration, “Measurement of the CP-violating phase ϕs in B0 s → J/ψ ϕ (1020) decays in ATLAS at 13 TeV”, Eur. Phys. J. C 81 (2021) 342, doi:10.1140/epjc/s10052-021-09011-0 , arXiv:2001.07115
-
[27]
The CMS experiment at the CERN LHC
CMS Collaboration, “The CMS experiment at the CERN LHC”, JINST 3 (2008) S08004, doi:10.1088/1748-0221/3/08/S08004. 10
-
[28]
Development of the CMS detector for the CERN LHC Run 3
CMS Collaboration, “Development of the CMS detector for the CERN LHC Run 3”, JINST 19 (2024) P05064, doi:10.1088/1748-0221/19/05/P05064, arXiv:2309.05466
-
[29]
Precision luminosity measurement in proton-proton collisions at√s = 13 TeV in 2015 and 2016 at CMS
CMS Collaboration, “Precision luminosity measurement in proton-proton collisions at√s = 13 TeV in 2015 and 2016 at CMS”, Eur. Phys. J. C 81 (2021) 800, doi:10.1140/epjc/s10052-021-09538-2 , arXiv:2104.01927
-
[30]
CMS luminosity measurement for the 2017 data-taking period at√s = 13 TeV
CMS Collaboration, “CMS luminosity measurement for the 2017 data-taking period at√s = 13 TeV”, CMS Physics Analysis Summary CMS-PAS-LUM-17-004, 2018
work page 2017
-
[31]
CMS luminosity measurement for the 2018 data-taking period at√s = 13 TeV
CMS Collaboration, “CMS luminosity measurement for the 2018 data-taking period at√s = 13 TeV”, CMS Physics Analysis Summary CMS-PAS-LUM-18-002, 2019
work page 2018
-
[32]
A. S. Dighe, I. Dunietz, and R. Fleischer, “Extracting CKM phases and B 0 s–B0 s mixing parameters from angular distributions of non-leptonic B decays”, Eur. Phys. J. C 6 (1999) 647, doi:10.1007/s100529800954, arXiv:hep-ph/9804253
work page internal anchor Pith review Pith/arXiv arXiv doi:10.1007/s100529800954 1999
-
[33]
Particle Data Group, “Review of Particle Physics”, Phys. Rev. D 2024 (2024) 030001, doi:10.1103/PhysRevD.110.030001
-
[34]
G. C. Branco, L. Lavoura, and J. P . Silva, “CP Violation”, volume 103 of International Series of Monographs on Physics . Clarendon Press, Oxford, UK, 1999. ISBN 0198503997
work page 1999
-
[35]
Determination of the sign of the decay width difference in the B_s system
LHCb Collaboration, “Determination of the sign of the decay width difference in the B 0 s system”, Phys. Rev. Lett. 108 (2012) 241801, doi:10.1103/PhysRevLett.108.241801, arXiv:1202.4717
work page internal anchor Pith review Pith/arXiv arXiv doi:10.1103/physrevlett.108.241801 2012
-
[36]
CMS Collaboration, “The CMS trigger system”, JINST 12 (2017) P01020, doi:10.1088/1748-0221/12/01/P01020, arXiv:1609.02366
work page internal anchor Pith review Pith/arXiv arXiv doi:10.1088/1748-0221/12/01/p01020 2017
-
[37]
Supplemental material: additional figures and tables
“Supplemental material: additional figures and tables”. [URL will be inserted by publisher at publication]
-
[38]
Remarks on some nonparametric estimates of a density function
M. Rosenblatt, “Remarks on some nonparametric estimates of a density function”, Ann. Math. Statist. 27 (1956) 832, doi:10.1214/aoms/1177728190
-
[39]
On estimation of a probability density function and mode
E. Parzen, “On estimation of a probability density function and mode”, Ann. Math. Statist. 33 (1962) 1065, doi:10.1214/aoms/1177704472
-
[40]
Systems of frequency curves generated by methods of translation
N. L. Johnson, “Systems of frequency curves generated by methods of translation”, Biometrika 36 (1949) 149, doi:10.1093/biomet/36.1-2.149
-
[41]
An introduction to the bootstrap
B. Efron and R. J. Tibshirani, “An introduction to the bootstrap”. Monographs on Statistics and Applied Probability. Chapman & Hall/CRC, Boca Raton, Florida, USA, 1993
work page 1993
-
[42]
Model-independent bounds on new physics effects in non-leptonic tree-level decays of B-mesons
A. Lenz and G. Tetlalmatzi-Xolocotzi, “Model-independent bounds on new physics effects in non-leptonic tree-level decays of B-mesons”, JHEP 07 (2020) 177, doi:10.1007/JHEP07(2020)177, arXiv:1912.07621
-
[43]
How to combine correlated estimates of a single physical quantity
L. Lyons, D. Gibaut, and P . Clifford, “How to combine correlated estimates of a single physical quantity”, Nucl. Instrum. Meth. A 270 (1988) 110, doi:10.1016/0168-9002(88)90018-6. References 11
-
[44]
Combining correlated measurements of several different physical quantities
A. Valassi, “Combining correlated measurements of several different physical quantities”, Nucl. Instrum. Meth. A 500 (2003) 391, doi:10.1016/S0168-9002(03)00329-2
-
[45]
HEPData record for this analysis
“HEPData record for this analysis”, 2024. doi:10.17182/hepdata.156384
-
[46]
Performance of the CMS Level-1 trigger in proton-proton collisions at √s = 13 TeV
CMS Collaboration, “Performance of the CMS Level-1 trigger in proton-proton collisions at √s = 13 TeV”, JINST 15 (2020) P10017, doi:10.1088/1748-0221/15/10/P10017, arXiv:2006.10165
-
[47]
Electron and photon reconstruction and identification with the CMS experiment at the CERN LHC
CMS Collaboration, “Electron and photon reconstruction and identification with the CMS experiment at the CERN LHC”, JINST 16 (2021) P05014, doi:10.1088/1748-0221/16/05/P05014, arXiv:2012.06888
-
[48]
CMS Collaboration, “Performance of the CMS muon detector and muon reconstruction with proton-proton collisions at √s = 13 TeV”, JINST 13 (2018) P06015, doi:10.1088/1748-0221/13/06/P06015, arXiv:1804.04528
work page internal anchor Pith review Pith/arXiv arXiv doi:10.1088/1748-0221/13/06/p06015 2018
-
[49]
Description and performance of track and primary-vertex reconstruction with the CMS tracker
CMS Collaboration, “Description and performance of track and primary-vertex reconstruction with the CMS tracker”, JINST 9 (2014) P10009, doi:10.1088/1748-0221/9/10/P10009, arXiv:1405.6569
work page internal anchor Pith review Pith/arXiv arXiv doi:10.1088/1748-0221/9/10/p10009 2014
-
[50]
Particle-flow reconstruction and global event description with the CMS detector
CMS Collaboration, “Particle-flow reconstruction and global event description with the CMS detector”, JINST 12 (2017) P10003, doi:10.1088/1748-0221/12/10/P10003, arXiv:1706.04965
work page internal anchor Pith review Pith/arXiv arXiv doi:10.1088/1748-0221/12/10/p10003 2017
-
[51]
T. Sj ¨ostrand et al., “An introduction to PYTHIA 8.2”, Comput. Phys. Commun. 191 (2015) 159, doi:10.1016/j.cpc.2015.01.024, arXiv:1410.3012
work page internal anchor Pith review Pith/arXiv arXiv doi:10.1016/j.cpc.2015.01.024 2015
-
[52]
Extraction and validation of a new set of CMS PYTHIA8 tunes from underlying-event measurements
CMS Collaboration, “Extraction and validation of a new set of CMS PYTHIA8 tunes from underlying-event measurements”, Eur. Phys. J. C 80 (2020) 4, doi:10.1140/epjc/s10052-019-7499-4 , arXiv:1903.12179
-
[53]
Parton distributions from high-precision collider data
NNPDF Collaboration, “Parton distributions from high-precision collider data”, Eur. Phys. J. C 77 (2017) 663, doi:10.1140/epjc/s10052-017-5199-5 , arXiv:1706.00428
work page internal anchor Pith review Pith/arXiv arXiv doi:10.1140/epjc/s10052-017-5199-5 2017
-
[54]
The EvtGen particle decay simulation package
D. J. Lange, “The EvtGen particle decay simulation package”, Nucl. Instrum. Meth. A 462 (2001) 152, doi:10.1016/S0168-9002(01)00089-4
-
[55]
PHOTOS — a universal Monte Carlo for QED radiative corrections: version 2.0
E. Barberio and Z. Wa ¸s, “PHOTOS — a universal Monte Carlo for QED radiative corrections: version 2.0”, Comput. Phys. Commun. 79 (1994) 291, doi:10.1016/0010-4655(94)90074-4
-
[56]
GEANT4 Collaboration, “G EANT 4 — a simulation toolkit”, Nucl. Instrum. Meth. A 506 (2003) 250, doi:10.1016/S0168-9002(03)01368-8
-
[57]
Application of Kalman filtering to track and vertex fitting
R. Fr ¨uhwirth, “Application of Kalman filtering to track and vertex fitting”, Nucl. Instrum. Meth. A 262 (1987) 444, doi:10.1016/0168-9002(87)90887-4
-
[58]
M. Zaheer et al., “Deep Sets”, 2018. arXiv:1703.06114
work page internal anchor Pith review Pith/arXiv arXiv 2018
-
[59]
Identification of heavy-flavour jets with the CMS detector in pp collisions at 13 TeV
CMS Collaboration, “Identification of heavy-flavour jets with the CMS detector in pp collisions at 13 TeV”, JINST 13 (2018) P05011, doi:10.1088/1748-0221/13/05/P05011, arXiv:1712.07158. 12
work page internal anchor Pith review Pith/arXiv arXiv doi:10.1088/1748-0221/13/05/p05011 2018
-
[60]
Fast and Accurate Deep Network Learning by Exponential Linear Units (ELUs)
D.-A. Clevert, T. Unterthiner, and S. Hochreiter, “Fast and accurate deep network learning by Exponential Linear Units (ELUs)”, 2015. arXiv:1511.07289
work page internal anchor Pith review Pith/arXiv arXiv 2015
-
[61]
J. Platt, “Probabilities for SV machines”, ch. 5, p. 61. Advances in large-margin classifiers. The MIT Press, 2000. doi:10.7551/mitpress/1113.003.0008
-
[62]
Adam: A Method for Stochastic Optimization
D. Kingma and J. Ba, “Adam: a method for stochastic optimization”, in Proc. Int. Conf. on Learning Representations . 2014. arXiv:1412.6980. 13 A The CMS detector, simulated samples, and event reconstruc- tion The CMS apparatus is a multipurpose, nearly hermetic detector, designed to trigger on [36, 46] and identify electrons, muons, photons, and hadrons [...
work page internal anchor Pith review Pith/arXiv arXiv 2014
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