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Improved neural network Monte Carlo simulation

Improved neural network Monte Carlo simulation

The algorithm for Monte Carlo simulation of parton-level events based on an Artificial Neural Network (ANN) proposed in Ref.~ is used to perform a simulation of H\to 4\ell <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" display="inline"><mml:mrow><mml:mi>H</mml:mi><mml:mo>→</mml:mo><mml:mn>4</mml:mn><mml:mi>ℓ</mml:mi></mml:mrow></mml:math> decay. Improvements in the training algorithm have been implemented to avoid numerical instabilities. The integrated decay width evaluated by …