Outputs (5)

Cross-fertilising extra gauge boson searches at the LHC (2021)
Journal Article
Araz, J. Y., Frank, M., Fuks, B., Moretti, S., & Özdal, Ö. (2021). Cross-fertilising extra gauge boson searches at the LHC. Journal of High Energy Physics, 2021(11), Article 14 (2021). https://doi.org/10.1007/jhep11%282021%29014

For the purpose of cross-fertilising currently separate experimental approaches, we connect results of LHC analyses attempting to access the properties of additional W′ and Z′ bosons from Drell-Yan processes. Under theoretical assumptions linking the... Read More about Cross-fertilising extra gauge boson searches at the LHC.

Quantum-inspired event reconstruction with Tensor Networks: Matrix Product States (2021)
Journal Article
Araz, J. Y., & Spannowsky, M. (2021). Quantum-inspired event reconstruction with Tensor Networks: Matrix Product States. Journal of High Energy Physics, 2021(8), https://doi.org/10.1007/jhep08%282021%29112

Tensor Networks are non-trivial representations of high-dimensional tensors, originally designed to describe quantum many-body systems. We show that Tensor Networks are ideal vehicles to connect quantum mechanical concepts to machine learning techniq... Read More about Quantum-inspired event reconstruction with Tensor Networks: Matrix Product States.

Combine and conquer: event reconstruction with Bayesian Ensemble Neural Networks (2021)
Journal Article
Araz, J. Y., & Spannowsky, M. (2021). Combine and conquer: event reconstruction with Bayesian Ensemble Neural Networks. Journal of High Energy Physics, 2021(4), Article 296. https://doi.org/10.1007/jhep04%282021%29296

Ensemble learning is a technique where multiple component learners are combined through a protocol. We propose an Ensemble Neural Network (ENN) that uses the combined latent-feature space of multiple neural network classifiers to improve the represen... Read More about Combine and conquer: event reconstruction with Bayesian Ensemble Neural Networks.

Precision SMEFT bounds from the VBF Higgs at high transverse momentum (2021)
Journal Article
Araz, J. Y., Banerjee, S., Gupta, R. S., & Spannowsky, M. (2021). Precision SMEFT bounds from the VBF Higgs at high transverse momentum. Journal of High Energy Physics, 2021(4), Article 125. https://doi.org/10.1007/jhep04%282021%29125

We study the production of Higgs bosons at high transverse momenta via vector-boson fusion (VBF) in the Standard Model Effective Field Theory (SMEFT). We find that contributions from four independent operator combinations dominate in this limit. Thes... Read More about Precision SMEFT bounds from the VBF Higgs at high transverse momentum.

Proceedings of the second MadAnalysis 5 workshop on LHC recasting in Korea (2021)
Journal Article
Araz, J. Y., Conte, E., Ducrocq, R., Flacke, T., Fuks, B., Jeon, S. H., Kim, T., Ko, P., Lee, S. J., Ruiz, R., & Sengupta, D. (2021). Proceedings of the second MadAnalysis 5 workshop on LHC recasting in Korea. Modern Physics Letters A, 36(01), Article 2102001. https://doi.org/10.1142/s0217732321020016

We document the activities performed during the second MadAnalysis 5 workshop on LHC recasting, that was organised in KIAS (Seoul, Korea) on February 12-20, 2020. We detail the implementation of 12 new ATLAS and CMS searches in the MadAnalysis 5 Publ... Read More about Proceedings of the second MadAnalysis 5 workshop on LHC recasting in Korea.