Unweighting multijet event generation using factorisation-aware neural networks

S. Höche, S. Prestel, and H. Schulz, “Simulation of Vector Boson Plus Many Jet Final States at the High Luminosity LHC,” Phys. Rev

Original

1905

Earlier work this paper cites.

G. P. Lepage, “A new algorithm for adaptive multidimensional integration,” Journal of Computational Physics

1978

Earlier work this paper cites.

R. Kleiss and R. Pittau, “Weight optimization in multichannel Monte Carlo,” Comput. Phys. Commun

1994

Earlier work this paper cites.

S. Catani and M. H. Seymour, “A General algorithm for calculating jet cross-sections in NLO QCD,” Nucl. Phys. B

1998

Earlier work this paper cites.

T. Ohl, “Vegas revisited: Adaptive Monte Carlo integration beyond factorization,” Comput. Phys. Commun

1999

Earlier work this paper cites.

E. Bothmann, T. Janßen, M. Knobbe, T. Schmale, and S. Schumann, “Exploring phase space with Neural Importance Sampling,” SciPost Phys

Original

2001

Earlier work this paper cites.

C. Gao, S. Höche, J. Isaacson, C. Krause, and H. Schulz, “Event Generation with Normalizing Flows,” Phys. Rev. D

Original

2001

Earlier work this paper cites.

S. Catani, F. Krauss, R. Kuhn, and B. R. Webber, “QCD matrix elements + parton showers,” JHEP

2001

Earlier work this paper cites.

S. Catani, S. Dittmaier, M. H. Seymour, and Z. Trocsanyi, “The Dipole formalism for next-to-leading order QCD calculations with massive partons,” Nucl. Phys. B

2002

Earlier work this paper cites.

F. Krauss, R. Kuhn, and G. Soff, “AMEGIC++ 1.0: A Matrix element generator in C++,” JHEP

2002

Earlier work this paper cites.

L. Lönnblad, “Correcting the color dipole cascade model with fixed order matrix elements,” JHEP

2002

Earlier work this paper cites.

F. Maltoni, K. Paul, T. Stelzer, and S. Willenbrock, “Color Flow Decomposition of QCD Amplitudes,” Phys. Rev. D

2003

Earlier work this paper cites.

HSF Physics Event Generator WG

Original

2004

Earlier work this paper cites.

C. Duhr, S. Höche, and F. Maltoni, “Color-dressed recursive relations for multi-parton amplitudes,” JHEP

2006

Earlier work this paper cites.

T. Gleisberg and S. Höche, “Comix, a new matrix element generator,” JHEP

Original

2008

Earlier work this paper cites.

T. Gleisberg and F. Krauss, “Automating dipole subtraction for QCD NLO calculations,” Eur. Phys. J. C

Original

2008

Earlier work this paper cites.

M. Cacciari, G. P. Salam, and G. Soyez, “The anti- k t k_{t} jet clustering algorithm,” JHEP

Original

2008

Cited alongside, same era.

J. Alwall et al

Original

2008

Cited alongside, same era.

I.-K. Chen, M. D. Klimek, and M. Perelstein, “Improved Neural Network Monte Carlo Simulation,” SciPost Phys

Original

2009

Cited alongside, same era.

T. Gleisberg, S. Höche, F. Krauss, M. Schönherr, S. Schumann, F. Siegert, and J. Winter, “Event generation with SHERPA 1.1” JHEP

Original

2009

Cited alongside, same era.

S. Höche, F. Krauss, S. Schumann, and F. Siegert, “QCD matrix elements and truncated showers,” JHEP

Original

S. Elfwing, E. Uchibe, and K. Doya, “Sigmoid-Weighted Linear Units for Neural Network Function Approximation in Reinforcement Learning,” arXiv e-prints

Original

2017

Later among the works it cites.

P. Ramachandran, B. Zoph, and Q. V. Le, “Searching for Activation Functions,” arXiv e-prints

Original

2017

Later among the works it cites.

O. R. developers, “Onnx runtime,” https://github.com/microsoft/onnxruntime , 11, 2018

2018

Later among the works it cites.

M. Schönherr, “An automated subtraction of NLO EW infrared divergences,” Eur. Phys. J. C

Original

2018

Later among the works it cites.

J. Bai, F. Lu, K. Zhang, et al

2019

Later among the works it cites.