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We study the impact of machine-learning algorithms on LHC searches for leptoquarks in final states with hadronically decaying tau leptons, multiple $b$-jets, and large missing transverse momentum. Pair production of scalar leptoquarks with…

High Energy Physics - Phenomenology · Physics 2024-03-12 Ernesto Arganda , Daniel A. Díaz , Andres D. Perez , Rosa M. Sandá Seoane , Alejandro Szynkman

In this work, we deep-learn light charged Higgs signal in top quark decays which poses difficulties due to strong W boson contamination. We construct Deep Neural Networks (DNN) with appropriate architecture and determine signal extraction…

High Energy Physics - Phenomenology · Physics 2018-03-06 Guleser. K. Demir , Nasuf Sonmez , Hatice Dogan

Machine learning based on convolutional neural networks can be used to study jet images from the LHC. Top tagging in fat jets offers a well-defined framework to establish our DeepTop approach and compare its performance to QCD-based top…

High Energy Physics - Phenomenology · Physics 2017-05-17 Gregor Kasieczka , Tilman Plehn , Michael Russell , Torben Schell

The Higgs potential is vital to understand the electroweak symmetry breaking mechanism, and probing the Higgs self-interaction is arguably one of the most important physics targets at current and upcoming collider experiments. In…

High Energy Physics - Phenomenology · Physics 2022-09-22 Li Huang , Su-beom Kang , Jeong Han Kim , Kyoungchul Kong , Jun Seung Pi

Searching for long-lived particles (LLPs) beyond the Standard Model (SM) is a promising direction in collider experiments. The Georgi-Machacek (GM) model extends the scalar sector in the SM by introducing various new scalar bosons. In this…

High Energy Physics - Phenomenology · Physics 2024-11-19 Chih-Ting Lu , Xinyu Wang , Xinqi Wei , Yongcheng Wu

Natural theories of the weak scale often include fermionic partners of the top quark. If the electroweak symmetry breaking sector contains scalars beyond a single Higgs doublet, then top partners can have sizable branching ratios to these…

High Energy Physics - Phenomenology · Physics 2015-06-15 John Kearney , Aaron Pierce , Jesse Thaler

We investigate the possibility to discover the charged Higgs via $pp\to W^{\pm}H^{\mp}\to l+\met+b\bar{b}jj$ process at LHC, which suffers from large QCD backgrounds. We optimize the kinematic cuts to suppress the backgrounds, so that the…

High Energy Physics - Phenomenology · Physics 2013-05-30 Shou-Shan Bao , Xue Gong , Hong-Lei Li , Shi-Yuan Li , Zong-Guo Si

A novel technique based on machine learning is introduced to reconstruct the decays of highly Lorentz-boosted particles. Using an end-to-end deep learning strategy, the technique bypasses existing rule-based particle reconstruction methods…

High Energy Physics - Experiment · Physics 2023-10-04 CMS Collaboration

We show how a statistically significant signal of heavy charged Higgs bosons of a general Two-Higgs Doublet Model produced in association with tau-neutrino pairs can be established at future Linear Colliders in the $H^+\to t\bar b\to 4$ jet…

High Energy Physics - Phenomenology · Physics 2011-01-13 S. Moretti

New scalars from an extended Higgs sector could have weak scale masses and still have escaped detection. In a Type I Two Higgs Doublet Model, for instance, even the charged Higgs can be lighter than the top quark. Because electroweak…

High Energy Physics - Phenomenology · Physics 2017-11-01 Daniele S. M. Alves , Sonia El Hedri , Anna Maria Taki , Neal Weiner

In the Type-I two-Higgs Doublet Model (2HDM), the additional scalars may be light ($\lesssim 100$ GeV) without conflicting with experimental constraints from LHC searches or from flavour observables. So far, the studies of light scalars at…

High Energy Physics - Phenomenology · Physics 2026-05-14 Partha Konar , Tanmoy Mondal , Chandrima Sen

We analyze the collider signals of composite scalars that emerge in certain little Higgs models and models of vectorlike confinement. Similar to the decay of the pion into photon pairs, these scalars mainly decay through anomaly-induced…

High Energy Physics - Phenomenology · Physics 2011-01-14 Ayres Freitas , Pedro Schwaller

Originally motivated for the generation of (Majorana) neutrino masses, the Type 2 Seesaw Model has also a rich extended Higgs sector with, if accessible at the LHC, a distinctive phenomenology of neutral, charged and doubly-charged states.…

High Energy Physics - Phenomenology · Physics 2024-12-05 Călin Alexa , Otilia A. Ducu , Ana E. Dumitriu , Adam Jinaru , Emmanuel Monnier , Gilbert Moultaka , Alexandra Tudorache , Hanlin Xu

Study of the production of pairs of top quarks in association with a Higgs boson is one of the primary goals of the Large Hadron Collider over the next decade, as measurements of this process may help us to understand whether the uniquely…

High Energy Physics - Experiment · Physics 2017-04-26 Roberto Santos , Marcus Nguyen , Jordan Webster , Soo Ryu , Jahred Adelman , Sergei Chekanov , Jie Zhou

We study mono-Higgs signatures emerging in an illustrative new physics scenario involving Standard Model Higgs boson decays to bottom quark pairs using Hybrid Deep Neural Networks. We use a Multi-Layer Perceptron to analyze the kinematic…

High Energy Physics - Phenomenology · Physics 2023-05-03 A. Hammad , S. Khalil , S. Moretti

A study of searching for doubly charged Higgs $(\delta^{\pm \pm})$ is performed in two-Higgs-doublet extension of the conventional type-II seesaw model. We find that a fantastic mixing effect between singly charged Higgs of Higgs doublet…

High Energy Physics - Phenomenology · Physics 2015-03-05 Chuan-Hung Chen , Takaaki Nomura

Beyond the Standard Model scenarios introduce additional scalar and fermion multiplets, which influence neutrino mass generation mechanisms and yield distinctive collider signatures. This work focuses on a particular scenario involving a…

High Energy Physics - Phenomenology · Physics 2026-01-19 Amit Chakraborty , Shreecheta Chowdhury , Nilanjana Kumar , Vandana Sahdev

We assess the performance of different jet-clustering algorithms, in the presence of different resolution parameters and reconstruction procedures, in resolving fully hadronic final states emerging from the chain decay of the discovered…

Current searches for the charged Higgs at the LHC focus only on the $\tau\nu$, $cs$, and $tb$ final states. Instead, we consider the process $pp\to \Phi\to W^\pm H^\mp \to W^+ W^- A$ where $\Phi$ is a heavy neutral Higgs boson, $H^\pm$ is a…

High Energy Physics - Phenomenology · Physics 2015-06-18 Radovan Dermisek , Jonathan P. Hall , Enrico Lunghi , Seodong Shin

We compare different jet-clustering algorithms in establishing fully hadronic final states stemming from the chain decay of a heavy Higgs state into a pair of the 125 GeV Higgs boson that decays into bottom-antibottom quark pairs. Such 4$b$…

High Energy Physics - Phenomenology · Physics 2023-05-17 Amit Chakraborty , Srinandan Dasmahapatra , Henry Day-Hall , Billy Ford , Shubhani Jain , Stefano Moretti