Search Results - "NOJIRI, M"
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Multi-scale cross-attention transformer encoder for event classification
Published in The journal of high energy physics (26-03-2024)“…A bstract We deploy an advanced Machine Learning (ML) environment, leveraging a multi-scale cross-attention encoder for event classification, towards the…”
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Streamlined jet tagging network assisted by jet prong structure
Published in The journal of high energy physics (26-06-2024)“…A bstract Attention-based transformer models have become increasingly prevalent in collider analysis, offering enhanced performance for tasks such as jet…”
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Spectral analysis of jet substructure with neural networks: boosted Higgs case
Published in The journal of high energy physics (01-10-2018)“…A bstract Jets from boosted heavy particles have a typical angular scale which can be used to distinguish them from QCD jets. We introduce a machine learning…”
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Interpretable deep learning for two-prong jet classification with jet spectra
Published in The journal of high energy physics (01-07-2019)“…A bstract Classification of jets with deep learning has gained significant attention in recent times. However, the performance of deep neural networks is often…”
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5
Jet classification using high-level features from anatomy of top jets
Published in The journal of high energy physics (16-07-2024)“…A bstract Recent advancements in deep learning models have significantly enhanced jet classification performance by analyzing low-level features (LLFs)…”
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Neural network-based top tagger with two-point energy correlations and geometry of soft emissions
Published in The journal of high energy physics (01-07-2020)“…A bstract Deep neural networks trained on jet images have been successful in classifying different kinds of jets. In this paper, we identify the crucial…”
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First evaluation of meson and τ lepton spectra and search for heavy neutral leptons at ILC beam dump
Published in The journal of high energy physics (01-12-2022)“…A bstract A beam dump experiment can be seamlessly added to the proposed Inter- national Linear Collider (ILC) program because the high energy electron beam…”
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False vacuum decay in gauge theory
Published in The journal of high energy physics (01-11-2017)“…A bstract The decay rate of a false vacuum is studied in gauge theory, paying particular attention to its gauge invariance. Although the decay rate should not…”
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Associated jet and subjet rates in light-quark and gluon jet discrimination
Published in The journal of high energy physics (01-04-2015)“…A bstract We show that in studies of light quark- and gluon-initiated jet discrimination, it is important to include the information on softer reconstructed…”
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10
Monojet signatures from gluino and squark decays
Published in The journal of high energy physics (21-10-2022)“…A bstract We study the monojet and dijet channels at the LHC as a tool for searching for squarks and gluinos. We consider two separate R-parity conserving…”
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Quark-gluon discrimination in the search for gluino pair production at the LHC
Published in The journal of high energy physics (01-01-2017)“…A bstract We study the impact of including quark- and gluon-initiated jet discrimination in the search for strongly interacting supersymmetric particles at the…”
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Explosive dark matter annihilation
Published in Physical review letters (23-01-2004)“…In this Letter we study pair annihilation processes of dark matter (DM) in the Universe, in the case that the DM is an electroweak gauge nonsinglet. In the…”
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Flavour-violating decays of mixed top-charm squarks at the LHC
Published in The European physical journal. C, Particles and fields (01-10-2018)“…We explore signatures related to squark decays in the framework of non-minimally flavour-violating supersymmetry. We consider a simplified model where the…”
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14
Renormalization-scale uncertainty in the decay rate of false vacuum
Published in The journal of high energy physics (01-01-2016)“…A bstract We study radiative corrections to the decay rate of false vacua, paying particular attention to the renormalization-scale dependence of the decay…”
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15
Monojet signatures from heavy colored particles: future collider sensitivities and theoretical uncertainties
Published in The European physical journal. C, Particles and fields (01-08-2018)“…In models with colored particle Q that can decay into a dark matter candidate X , the relevant collider process p p → Q Q ¯ → X X ¯ + jets gives rise to events…”
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Prospects for spin-1 resonance search at 13 TeV LHC and the ATLAS diboson excess
Published in The journal of high energy physics (01-02-2016)“…A bstract Motivated by ATLAS diboson excess around 2 TeV, we investigate a phenomenology of spin-1 resonances in a model where electroweak sector in the SM is…”
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Compressed SUSY search at the 13 TeV LHC using kinematic correlations and structure of ISR jets
Published in The journal of high energy physics (01-10-2014)“…A bstract The LHC search for nearly degenerate gluinos and neutralinos, which can occur, for example, in SUSY axion models, is limited by the reduced missing…”
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Improved efficiency of asymmetric hydrolysis of 3‐substituted glutaric acid diamides with an engineered amidase
Published in Journal of applied microbiology (01-06-2016)“…Aims To improve the efficiency of asymmetric hydrolysis of 3‐(4‐chlorophenyl) glutaric acid diamide (CGD) using a recombinant Comamonas sp. KNK3‐7 amidase…”
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Heavy fermion bound states for diphoton excess at 750 GeV — collider and cosmological constraints
Published in The journal of high energy physics (01-04-2016)“…A bstract A colored heavy particle with sufficiently small width may form non-relativistic bound states when they are produced at the large hadron collider…”
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On the gauge invariance of the decay rate of false vacuum
Published in Physics letters. B (10-08-2017)“…We study the gauge invariance of the decay rate of the false vacuum for the model in which the scalar field responsible for the false vacuum decay has gauge…”
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