99 research outputs found

    Choose Your Diffusion: Efficient and flexible ways to accelerate the diffusion model in fast high energy physics simulation

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    The diffusion model has demonstrated promising results in image generation, recently becoming mainstream and representing a notable advancement for many generative modeling tasks. Prior applications of the diffusion model for both fast event and detector simulation in high energy physics have shown exceptional performance, providing a viable solution to generate sufficient statistics within a constrained computational budget in preparation for the High Luminosity LHC. However, many of these applications suffer from slow generation with large sampling steps and face challenges in finding the optimal balance between sample quality and speed. The study focuses on the latest benchmark developments in efficient ODE/SDE-based samplers, schedulers, and fast convergence training techniques. We test on the public CaloChallenge and JetNet datasets with the designs implemented on the existing architecture, the performance of the generated classes surpass previous models, achieving significant speedup via various evaluation metrics

    Muon Beam for Neutrino CP Violation: connecting energy and neutrino frontiers

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    We propose here a proposal to connect neutrino and energy frontiers, by exploiting collimated muon beams for neutrino oscillations, which generate symmetric neutrino and antineutrino sources: μ+→e+ νˉμ νe\mu^+\rightarrow e^+\,\bar{\nu}_{\mu}\, \nu_{e} and μ−→e− νμ νˉe\mu^-\rightarrow e^-\, \nu_{\mu} \,\bar{\nu}_{e}. Interfacing with long baseline neutrino detectors such as DUNE and T2K, this experiment can be applicable to measure tau neutrino properties, and also to probe neutrino CP phase, by measuring muon electron (anti-)neutrino mixing or tau (anti-)neutrino appearance, and differences between neutrino and antineutrino rates. There are several significant benefits leading to large neutrino flux and high sensitivity on CP phase, including 1) collimated and manipulable muon beams, which lead to a larger acceptance of neutrino sources in the far detector side; 2) symmetric μ+\mu^+ and μ−\mu^- beams, and thus symmetric neutrino and antineutrino sources, which make this proposal ideally useful for measuring neutrino CP violation. More importantly, νˉe,μ→νˉτ\bar{\nu}_{e,\mu}\rightarrow\bar{\nu}_\tau and νe,μ→ντ\nu_{e,\mu}\rightarrow \nu_\tau, and, νˉe→νˉμ\bar{\nu}_{e}\rightarrow\bar{\nu}_\mu and νe→νμ\nu_{e}\rightarrow \nu_\mu oscillation signals can be collected simultaneously, with no needs for separate specific runs for neutrinos or antineutrinos. Based on a simulation of neutrino oscillation experiment, we estimate 10410^4 tau (anti-) neutrinos can be collected within 5 years which makes this proposal suitable for a brighter tau neutrino factory. Moreover, more than 7 standard deviations of sensitivity can be reached for \dcp = |\pi/2|, within only five ears of data taking, by combining tau and muon (anti-) neutrino appearances. With the development of a more intensive muon beam targeting future muon collider, the neutrino potential of the current proposal will surely be further improved.Comment: Additional fixes included. In this new version, we have now strengthened our results by carrying out a solid physics simulation with the help of GLoBES, a sophisticated software package for the simulation of long baseline neutrino oscillation experiments. The results are compared with previous qualitative estimations, and are found to be in reasonable agreemen

    Searching for Majorana Neutrinos at a Same-Sign Muon Collider

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    Majorana properties of neutrinos have long been a focus in the pursuit of possible new physics beyond the standard model, which has motivated lots of dedicated theoretical and experimental studies. A future same-sign muon collider is an ideal platform to search for Majorana neutrinos through the Lepton Number Violation process. Specifically, this t-channel kind of process is less kinematically suppressed and has a good advantage in probing Majorana neutrinos at high mass regions up to 10 TeV. In this paper, we perform a detailed fast Monte Carlo simulation study through examining three different final states: 1) pure-leptonic state with electrons or muons, 2) semi-leptonic state, and 3) pure-hadronic state in the resolved or merged categories. Furthermore, we perform a full simulation study on the pure-leptonic final state to validate our fast simulation results.Comment: 15 pages, 8 figure

    A Comparative Study of Z′^{\prime} mediated Charged Lepton Flavor Violation at future lepton colliders

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    Charged lepton flavor violation (CLFV) represents a transition between charged leptons of different generations that violates lepton flavor conservation, which is a clear signature of possible new physics beyond the standard model. By exploiting a typical example model of extra Z′^{\prime} gauge boson, we perform a detailed comparative study on CLFV searches at several future lepton colliders, including a 240 GeV electron-positron collider and a TeV scale muon collider. Based on detailed signal and background Monte-Carlo studies with fast detector simulations, we derive the potentials in searching for Z′^{\prime} mediated CLFV couplings with eμe\mu, eτe\tau and μτ\mu\tau of different future colliders. The results are compared with the current limits set by either low-energy experiments or the high-energy LHC experiments. We find that the sensitivity of the τ\tau related CLFV coupling strength at future lepton colliders will be significantly improved comparing with the current best constraints.Comment: 11 pages, 5 figure

    The physics case for a neutrino lepton collider in light of the CDF W mass measurement

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    We propose a neutrino lepton collider where the neutrino beam is generated from TeV scale muon decays. Such a device would allow for a precise measurement of the W mass based on single W production: nu l to W. Although it is challenging to achieve high instantaneous luminosity with such a collider, we find that a total luminosity of 0.1/fb can already yield competitive physics results. In addition to a W mass measurement, a rich variety of physics goals could be achieved with such a collider, including W boson precision measurements, heavy leptophilic gauge boson searches, and anomalous Znunu coupling searches. A neutrino lepton collider is both a novel idea in itself, and may also be a useful intermediate step, with less muon cooling required, towards the muon-muon collider already being pursued by the energy frontier community. A neutrino neutrino or neutrino proton collider may also be interesting future options for the high energy frontier.Comment: 4 pages, 5 plots, accepted version by IJMP

    (Re)interpretation of the LHC results for new physics

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    The Standard Model Effective Field Theory (SMEFT) provides a model-independent description to the collider events, from which the measured Wilson coefficients can be interpreted with some specific BSM model and vice versa. In the context of SMEFT, operators constructed with odd dimensions may lead to Lepton Number Violation (LNV). In this work, we will present the results of reinterpreting SSWW induced signal searches in same-sign dimuon final state from CMS for constraining dimension 7/9 operators

    Tests of neutrino mass models at CMS

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    The latest results and prospects of searches for heavy neutrinos at the CMS experiment will be presented
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