Small 7B reasoning models were fine-tuned on synthetic and curated QFT problems using RL and SFT, yielding performance gains, error analysis, and public release of data and traces.
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Point-cloud ML models classify charm- and bottom-origin electrons at ~80% purity for 40% efficiency, outperforming a BDT baseline, with performance limited by intrinsic decay similarity.
Overlaps between Gaussian in-medium c-cbar wave functions and vacuum charmonium wave functions can reproduce LHC hadron ratios, implying in-medium pair sizes of about 0.85 fm (pp) and 0.55 fm (Pb-Pb compact part) and a mixed compact plus molecular X(3872).
Using 7.32 kg·yr of data from CaMoO4 cryogenic detectors, AMoRE sets a 90% CL lower limit of 1.7×10^22 years on the neutrinoless double electron capture half-life of 40Ca.
Monte Carlo dropout Bayesian neural network trained with physics inputs reproduces abrupt charge-radii increase near N=60 for Z=37-40 and shell quenching at N=126, achieving comparable RMSD on training and validation sets.
QCDF calculation with NLO terms and updated form factors yields branching ratios up to O(10^{-4}) for B0 to D+ a0- and Bs0 to Ds+ a0- in one scalar meson scenario.
RMF calculations identify a shell/sub-shell closure at N=154 in Es isotopes using the NL-SH parameter set, along with estimates of alpha, beta, and cluster decay half-lives.
BESIII sets the most stringent upper limits to date on semileptonic, nonleptonic, and FCNC charmonium weak decays using over 10^10 J/ψ and 2.7×10^9 ψ(2S) events.
citing papers explorer
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Fine-Tuning Small Reasoning Models for Quantum Field Theory
Small 7B reasoning models were fine-tuned on synthetic and curated QFT problems using RL and SFT, yielding performance gains, error analysis, and public release of data and traces.
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Heavy-Flavor Electron Classification Using Hadronic Environment as Point Cloud
Point-cloud ML models classify charm- and bottom-origin electrons at ~80% purity for 40% efficiency, outperforming a BDT baseline, with performance limited by intrinsic decay similarity.
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Hadronisation of in-medium $c\bar c$ pairs to the exotic $X(3872)$
Overlaps between Gaussian in-medium c-cbar wave functions and vacuum charmonium wave functions can reproduce LHC hadron ratios, implying in-medium pair sizes of about 0.85 fm (pp) and 0.55 fm (Pb-Pb compact part) and a mixed compact plus molecular X(3872).
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A study of neutrinoless double electron capture in $^{40}$Ca from the AMoRE experiment
Using 7.32 kg·yr of data from CaMoO4 cryogenic detectors, AMoRE sets a 90% CL lower limit of 1.7×10^22 years on the neutrinoless double electron capture half-life of 40Ca.
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Input-driven analysis in predicting nuclear charge radii using Monte Carlo dropout Bayesian neural network
Monte Carlo dropout Bayesian neural network trained with physics inputs reproduces abrupt charge-radii increase near N=60 for Z=37-40 and shell quenching at N=126, achieving comparable RMSD on training and validation sets.
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Study on the Cabibbo-favored ${\overline B}_{d,s}$ ${\to}$ $D_{d,s}^{(*)+}S^{-}$ weak decays in QCD factorization
QCDF calculation with NLO terms and updated form factors yields branching ratios up to O(10^{-4}) for B0 to D+ a0- and Bs0 to Ds+ a0- in one scalar meson scenario.
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The Ground State Aspects and the Impact of Shell Structures on the Stability of Es-Isotopes
RMF calculations identify a shell/sub-shell closure at N=154 in Es isotopes using the NL-SH parameter set, along with estimates of alpha, beta, and cluster decay half-lives.
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Mini-review of charmonium weak decays at BESIII
BESIII sets the most stringent upper limits to date on semileptonic, nonleptonic, and FCNC charmonium weak decays using over 10^10 J/ψ and 2.7×10^9 ψ(2S) events.
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