The development of online banking has brought about an increase in fraudulent operations, which is a major problem for banks. This study delves into the urgent requirement for interpretable, scalable, and top-notch fraud detection systems by using TabNet, an adaptable deep learning framework, on a Kaggle dataset consisting of actual bank transactions in India. Maximizing operational risk management by improving the accuracy of transaction anomaly detection and ensuring regulatory compliance through transparent models is the goal.We utilize a supervised learning pipeline that incorporates the Synthetic Minority Over-sampling Technique (SMOTE) to ensure that classes are balanced. Subsequently, we conduct thorough exploratory data analysis (EDA) to identify patterns of fraud, both during specific times and across behaviors. On this dataset, five different deep learning architectures are tested: DNN, GRU, LSTM, CNN1D, and TabNet. Assessment of predictive performance was carried out using a 3-fold cross-validation framework. With a ROC-AUC of 0.9739 and an accuracy of 97.39 %, TabNet considerably outperformed the competition. The method of sparse feature selection used improved interpretability, generalized better on tabular data, and produced fewer false positives and negatives.Critical insights for operational fraud detection systems and a contribution to the broader literature on explainable AI (XAI) in financial decision-making are offered by the findings. Goals 8 and 16 of the Sustainable Development Agenda are supported by this study, which promotes inclusive economic growth and institutional transparency. Supporting strong, policy-compliant, and interpretable decision-support systems, it also offers practical use for real-time implementation in banking infrastructure.
LHCb collaboration, R. Aaij, A. S. W. Abdelmotteleb
et al.
The first observation of the $χ_{c1}(3872)\rightarrow J\mskip -3mu/\mskip -2muψμ^+μ^-$ decay is reported using proton-proton collision data recorded with the LHCb detector corresponding to an integrated luminosity of $9fb^{-1}$. The decay mode is observed for the first time, with a significance of $6.5σ$. Its branching fraction is measured relative to the $χ_{c1}(3872)\rightarrow J\mskip -3mu/\mskip -2muψπ^+π^-$ decay mode \begin{align*} \frac{\cal{BF}(χ_{c1}(3872)\rightarrow J\mskip -3mu/\mskip -2muψμ^+μ^-)}{\cal{BF}(χ_{c1}(3872)\rightarrow J\mskip -3mu/\mskip -2muψπ^+π^-)} = \left(1.64\pm 0.32\pm 0.05\right)\times10^{-3}, \end{align*} where the first uncertainty includes both statistical contributions and systematic contributions which are uncorrelated between data-taking periods, and the second represents the systematic contributions that are correlated between data-taking periods.
LHCb collaboration, R. Aaij, A. S. W. Abdelmotteleb
et al.
Two machine learning techniques for jet measurements at the LHCb experiment are presented: a regression-based method for jet-energy calibration and a deep neural network algorithm for jet flavour tagging, distinguishing between $b$-quark, $c$-quark, and light parton jets. These techniques are applied to a search for inclusive $H \to \bbbar$ and $H \to c\barcc$ decays using a LHCb dataset corresponding to an integrated luminosity of 1.6\invfb. The observed (expected) 95\% confidence level upper limits correspond to 6.6 (11.1) times the SM cross-section for the $H \to b\bar b$ process, and 1003 (1834) times the SM cross-section for the $H \to c\bar c$ process.
LHCb collaboration, R. Aaij, A. S. W. Abdelmotteleb
et al.
Measurements of the combined CP asymmetries in $\kern 0.18em\overline{\kern -0.18em B}^0 \to D_s^- D^+$ and $\kern 0.18em\overline{\kern -0.18em B}_s^0 \to D_s^+ D^-$ decays are made using proton-proton collision data collected by the LHCb experiment, corresponding to an integrated luminosity of 9fb$^{-1}$. The measurements are found to be \begin{aligned} A_{CP}(\kern 0.18em\overline{\kern -0.18em B}^0 \to D_s^- D^+) &= 0.0009 \pm 0.0053 \pm 0.0040, \\ A_{CP}(\kern 0.18em\overline{\kern -0.18em B}_s^0 \to D_s^+ D^-) &= 0.103\phantom{0} \pm 0.053\phantom{0} \pm 0.010, \end{aligned} where the first and second uncertainties are statistical and systematic, respectively. This is the first measurement of this asymmetry in $\kern 0.18em\overline{\kern -0.18em B}_s^0$ decays, and the most precise measurement to date for $\kern 0.18em\overline{\kern -0.18em B}^0$ decays. Both measurements are found to be consistent with CP symmetry.
LHCb collaboration, R. Aaij, A. S. W. Abdelmotteleb
et al.
A search is performed for lepton-number-violating $B^-\to D^{(*)+}μ^-μ^-$ decays, using data collected by the LHCb experiment in proton-proton collisions at a center-of-mass energy of 13 TeV, corresponding to an integrated luminosity of 5.4 fb$^{-1}$. No significant signal is observed, and upper limits are set on the branching fractions, ${\cal B}(B^-\to D^{+}μ^-μ^-) < 4.6 \times 10^{-8}$ and ${\cal B}(B^-\to D^{*+}μ^-μ^-) < 5.9 \times 10^{-8}$, at the 95% confidence level.
LHCb collaboration, R. Aaij, A. S. W. Abdelmotteleb
et al.
The data acquisition system of the upgraded LHCb experiment includes the fast reconstruction of all hits in the vertex locator (VELO) pixel detector at the beam-crossing rate of 40 MHz, implemented as on-the-fly clustering embedded in the firmware of the readout board FPGAs. The availability of a high rate of reconstructed clusters in real time enables a new fast approach for measuring luminosity and monitoring the LHCb luminous region, directly at the detector readout level. This methodology has been implemented as an array of real-time cluster counters in the VELO readout FPGAs and has been in operation since the start of the 2024 physics run of LHCb. This paper describes the methodology and its features and performance, both on proton-proton and lead-lead collision data. The method shows a statistical resolution better than the percent level, and a sensitivity to variable running conditions of the same level. This is achieved with an intrinsic time granularity better than 100 ms , undersampled to 3 s for analysis purposes. Nonlinear behaviour is compatible with zero in a luminosity range including the LHCb Run 3 operating point.
Against the backdrop of a worldwide consensus on green development and rising expectations for corporate accountability, greenwashing—an implicit, strategic form of adaptation—undermines institutional trust in environmental governance and hampers the efficient allocation of organizational resources. Using the pilot policies for climate-adaptive urban development as a quasi-natural experiment and drawing on upper-echelons theory and endowment theory, this study systematically examines how incentive-based regulation curbs corporate greenwashing and through which channels it operates. The evidence shows that the pilot policies significantly reduce greenwashing by (i) elevating executives’ environmental awareness through a suite of incentives and (ii) improving corporate access to green financing, thereby dampening their motivation to misrepresent environmental performance. The mitigating effect is more pronounced in firms whose top teams have limited green experience, in regions with low public environmental concern, in non-state-owned enterprises, and in highly competitive industries. Additional analysis reveals that the policies enhance firm value precisely by suppressing greenwashing. By focusing on these pilot policies, the paper underscores the positive spillovers of incentive-oriented environmental regulation and offers guidance for governments seeking to steer enterprises and build a resilient climate-governance framework.
Стаття присвячена аналізу глобального та українського ринку розваг. Виокремлено ключові тренди, що впливають на розвиток бізнес-екосистем індустрії розваг. Підкреслено важливість інновацій, адаптивності та інтеграції цифрових рішень у функціонуванні сучасних бізнес-екосистем. Досліджено архітектоніку екосистемної бізнес-моделі в індустрії розваг з урахуванням динаміки цифрової трансформації. Запропоновано багаторівневу бізнес-модель з урахуванням соціально-технічної архітектури, що відображає взаємозв’язки між акторами ринку, технологічною базою та механізмами створення цінності. Отримані результати дозволяють сформувати інструментарій системного оцінювання екосистемних бізнес-моделей в умовах цифрової економіки та швидкоплинних ринкових змін. Запропонований підхід має практичну цінність для компаній, що прагнуть до сталого розвитку та підвищення конкурентоспроможності в індустрії розваг.
LHCb collaboration, R. Aaij, A. S. W. Abdelmotteleb
et al.
A study of charm mixing and CP violation in $D^0\to K^\pmπ^\mpπ^\pmπ^\mp$ decays is performed using data collected by the LHCb experiment in proton-proton collisions from 2015 to 2018, corresponding to an integrated luminosity of 6$\text{fb}^{-1}$. The ratio of promptly produced $D^0\to K^+π^- π^+π^-$ to $D^0\to K^-π^+ π^-π^+$ decay rates is measured as a function of $D^0$ decay time, both inclusive over phase space and in bins of phase space. Taking external inputs for the $D^0 -\overline{D}^0$ mixing parameters $x$ and $y$ allows constraints to be obtained on the hadronic parameters of the charm decay. When combined with previous measurements from charm-threshold experiments and at LHCb, improved knowledge is obtained for these parameters, which is valuable for studies of the angle $γ$ of the Unitarity Triangle. An alternative analysis is also performed, in which external inputs are taken for the hadronic parameters, and the mixing parameters are determined, including $Δx$ and $Δy$, which are nonzero in the presence of CP violation. It is found that $x=\left(0.85^{+0.15}_{-0.24}\right)\%$, $y=\left( 0.21^{+0.29}{-0.27} \right)\%$, $Δx=\left( -0.02\pm {0.04} \right)\% $ and $Δy=\left( 0.02^{+0.04}_{-0.03} \right)\%$. These results are consistent with previous measurements and the hypothesis of CP conservation.
LHCb collaboration, R. Aaij, A. S. W. Abdelmotteleb
et al.
A search for long-lived heavy neutral leptons produced in B-meson decays and decaying to a $ μ^\pm π^\mp$ final state is performed with data collected by the LHCb experiment in proton-proton collisions at a centre-of-mass energy of 13 TeV, corresponding to an integrated luminosity of $5\,\mathrm{fb}^{-1}$. The results are interpreted in both lepton-number-conserving and lepton-number-violating scenarios. No significant excess is observed. Constraints are placed on the squared mixing element $|U_{μN}|^2$ to the active muon neutrino, under the assumption that couplings to other lepton flavours are negligible, in the mass range of $1.6$-$5.5$ GeV.
LHCb collaboration, R. Aaij, A. S. W. Abdelmotteleb
et al.
A search for $K_{\mathrm{S(L)}}^{0} \rightarrow π^{+}π^{-}μ^{+}μ^{-}$ decays is performed using proton-proton collision data collected by the LHCb experiment at a centre-of-mass energy of $13\,\mathrm{TeV}$, corresponding to an integrated luminosity of $5.4\,\mathrm{fb^{-1}}$. No $K_{\mathrm{S(L)}}^{0} \rightarrow π^{+}π^{-}μ^{+}μ^{-}$ signals are found and upper limits are set for the first time on the branching fractions $\mathcal{B}(K_\text{S}^{0} \rightarrow π^{+}π^{-}μ^{+}μ^{-}) < 1.4 \times 10^{-9}$ and $\mathcal{B}(K_\text{L}^{0} \rightarrow π^{+}π^{-}μ^{+}μ^{-}) < 6.6 \times 10^{-7}$, at the 90% confidence level.
LHCb collaboration, R. Aaij, A. S. W. Abdelmotteleb
et al.
An amplitude analysis of the $B^0 \rightarrow η_{c}(1S) K^+ π^- $ decays with $η_{c}(1S) \to p \bar{p}$ is performed using a sample corresponding to an integrated luminosity of 9$\text{fb}^{-1}$ of $pp$ collision data collected by the LHCb detector at centre-of-mass energies of $\sqrt{s}$ = 7, 8 and 13TeV. The data are described with a model including only intermediate contributions from known $K^{0\star}$ resonances. Evidence for an exotic resonance in the $η_{c}(1S) π^{-} $ system, reported in a previous analysis of this decay channel, is not confirmed. The inclusive branching fraction of the $B^0 \rightarrow η_{c}(1S) K^+ π^- $ decays is measured to be \begin{align*} \mathcal{B}(B^0 \rightarrow η_{c}(1S) K^+ π^- ) = (5.82 \pm 0.20 \pm 0.23 \pm 0.55) \times 10^{-4}, \end{align*} where the first uncertainty is statistical, the second systematic, and the third arises from the limited knowledge of external branching fractions.
LHCb collaboration, R. Aaij, A. S. W. Abdelmotteleb
et al.
A measurement of $C\!P$ asymmetry in $D^0 \to K^0_{\rm S} K^0_{\rm S}$ decays is reported, based on a data sample of proton-proton collisions collected with the LHCb detector in 2024 at a centre-of-mass energy of $13.6\,$TeV, corresponding to an integrated luminosity of $6.2\,\mathrm{fb}^{-1}$. The $D^0 \to K^0_{\rm S} π^+ π^-$ decay is used as calibration channel to cancel residual detection and production asymmetries. The time-integrated $C\!P$ asymmetry for the $D^0 \to K^0_{\rm S} K^0_{\rm S}$ mode is measured to be $$ {\cal A}^{C\!P} (D^0 \to K^0_{\rm S} K^0_{\rm S}) = (1.86 \pm 1.04\pm 0.41)\%, $$ where the first uncertainty is statistical, and the second is systematic. This measurement represents the most precise single-experiment determination of this quantity to date.
LHCb collaboration, R. Aaij, A. S. W. Abdelmotteleb
et al.
It is shown that the timing capabilities of the LHCb detector operated during the LHC Run 2 can be used to identify light ion particles with momenta of a few GeV/$c$. This is achieved by estimating the particle time of flight through a newly developed technique. A dedicated reconstruction procedure and a neural-network-based estimator of the particle speed have been developed to enable deuteron identification by suppressing the abundant background from lighter particles. The performance of the identification procedure is demonstrated in a sample of proton-helium collisions at $\sqrt{s_{\text{NN}}}=110$ GeV, where the production of deuteron and triton particles is observed. This novel approach opens the way to study deuteron and antideuteron production for different collision systems at different energy scales, exploiting the rich dataset collected by the LHCb experiment.
LHCb collaboration, R. Aaij, A. S. W. Abdelmotteleb
et al.
The $pp \to W^{\pm} (\to μ^{\pm} ν_μ) X$ cross-sections are measured at a proton-proton centre-of-mass energy $\sqrt{s} = 5.02$ TeV using a dataset corresponding to an integrated luminosity of 100 pb$^{-1}$ recorded by the LHCb experiment. Considering muons in the pseudorapidity range $2.2 < η< 4.4$, the cross-sections are measured differentially in twelve intervals of muon transverse momentum between $28 < p_\mathrm{T} < 52$ GeV. Integrated over $p_\mathrm{T}$, the measured cross-sections are \begin{align*} σ_{W^+ \to μ^+ ν_μ} &= 300.9 \pm 2.4 \pm 3.8 \pm 6.0~\text{pb}, \\ σ_{W^- \to μ^- \barν_μ} &= 236.9 \pm 2.1 \pm 2.7 \pm 4.7~\text{pb}, \end{align*} where the first uncertainties are statistical, the second are systematic, and the third are associated with the luminosity calibration. These integrated results are consistent with theoretical predictions. This analysis introduces a new method to determine the $W$-boson mass using the measured differential cross-sections corrected for detector effects. The measurement is performed on this statistically limited dataset as a proof of principle and yields \begin{align*} m_W = 80369 \pm 130 \pm 33~\text{MeV}, \end{align*} where the first uncertainty is experimental and the second is theoretical.
LHCb collaboration, R. Aaij, A. S. W. Abdelmotteleb
et al.
A measurement of the branching fraction for the decay $\mathitΛ \to p μ^- \overlineν_μ$ is presented using $\textit{pp}$ collision data collected by the LHCb experiment at a centre-of-mass energy of 13 TeV. The analysis is based on data recorded between 2016 and 2018, corresponding to an integrated luminosity of $5.4 \ \text{fb}^{-1}$. The result is obtained using $\mathitΛ \to p π^-$ decays as a normalisation channel. The measured branching fraction is $B(\mathitΛ \to p μ^- \overlineν_μ)= (1.462 \pm 0.016 \pm 0.100 \pm 0.011 ) \times 10^{-4}$, where the uncertainties are statistical, systematic, and due to the limited knowledge of the normalisation mode branching fraction, respectively. This result improves the precision of the branching fraction measurement by a factor of two compared to the previous best measurement and sets a more stringent bound on lepton flavour universality in $s \to u$ quark transitions. It is consistent with previous measurements, and the extracted lepton flavour universality test observable, $R^{μe} = \frac{Γ(\mathitΛ \to p μ^- \overlineν_μ)}{Γ(\mathitΛ \to p e^- \overlineν_e)} = 0.175 \pm 0.012$, agrees with the Standard Model prediction.
RESUMO É amplamente sabido que no Brasil, agrícola! o crescimento e a modernização estão ocorrendo juntamente com uma substancial “liberação” da força de trabalho rural. Segundo avaliações baseadas na doutrina neoclássica, isso se deve a uma forte distorção dos preços relativos dos fatores. Equipamentos artificialmente baratos e mão-de-obra “cara” favoreceram uma substituição em larga escala do primeiro pelo último. Assim, os trabalhadores estão sendo expulsos das fazendas em um ritmo mais rápido do que o permitido pela geração de empregos no restante da economia. Para corrigir essa situação, seria necessário eliminar as distorções dos preços dos fatores. O artigo argumenta que essas avaliações estão equivocadas. Ignoram a real natureza do processo que levou à adoção de tecnologias mecânicas e a uma crescente “liberação” de mão-de-obra do meio rural; o fenômeno é consideravelmente mais complexo do que o que está implícito na substituição de equipamento por trabalho ao longo de uma isoquanta que apresenta substitutibilidade. Argumenta, ainda, que a substituição da mão-de-obra por máquinas não seria revertida pela mera adoção de uma política que eliminasse a “distorção” nos preços dos fatores.