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‎assets/images/team/Matteo-Marchegiani.jpeg‎

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‎assets/pdfs/Matteo-Marchegiani_proposal_2025.pdf‎

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‎postdocs.html‎

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<div class="card" style="width: 14rem;">
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<img class="card-img-top" src="/assets/images/team/Matteo-Marchegiani.jpeg" alt="Card image cap" />
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<div class="card-body d-flex flex-column">
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<div class="card-text">
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<b><a href="/postdocs/postdoc-matteomarchegiani.html">Matteo Marchegiani</a></b><br />
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<small>Carnegie Mellon University</small><br /><br />
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<small><b>GNN-based End-to-End Reconstruction in the CMS Phase 2 High-Granularity Calorimeter</b></small><br /><br />
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</div>
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<div class="card-text mt-auto"><i>
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Jul 2025 - Jun 2026<br />
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</i><br /></div>
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</div>
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</div>
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<div class="card" style="width: 14rem;">
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<img class="card-img-top" src="/assets/images/team/Duong_Nguyen.jpg" alt="Card image cap" />
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<div class="card-body d-flex flex-column">

‎postdocs/postdoc-matteomarchegiani.html‎

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<!doctype html>
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<html lang="en-US">
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<head>
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<meta name="viewport" content="width=device-width, initial-scale=1">
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<meta charset="utf-8">
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<title>Post-doctoral researcher - US CMS Software and Computing</title>
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<link rel="stylesheet" href="/assets/css/bootstrap.css" crossorigin="anonymous">
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<link rel="stylesheet" href="/assets/css/style.css">
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<script src="https://code.jquery.com/jquery-3.2.1.slim.min.js" integrity="sha384-KJ3o2DKtIkvYIK3UENzmM7KCkRr/rE9/Qpg6aAZGJwFDMVNA/GpGFF93hXpG5KkN" crossorigin="anonymous"></script>
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<script src="https://maxcdn.bootstrapcdn.com/bootstrap/4.0.0/js/bootstrap.min.js" integrity="sha384-JZR6Spejh4U02d8jOt6vLEHfe/JQGiRRSQQxSfFWpi1MquVdAyjUar5+76PVCmYl" crossorigin="anonymous"></script>
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<script src="https://cdn.jsdelivr.net/npm/[email protected]/dist/html2canvas.min.js"></script>
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</head>
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<body>
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<nav class="navbar navbar-expand-md navbar-dark fixed-top bg-dark">
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<div class="container">
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<a class="navbar-brand" href="/"><span><img height="64" src="/assets/logos/USCMS_SC_logo.png" alt="USCMS Software and Computing"></span>
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U.S. CMS Software and Computing
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</a>
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<button class="navbar-toggler navbar-toggler-right" type="button" data-toggle="collapse" data-target="#navbarCollapse" aria-controls="navbarCollapse" aria-expanded="false" aria-label="Toggle navigation">
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<span class="navbar-toggler-icon"></span>
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</button>
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<div class="collapse navbar-collapse" id="navbarCollapse">
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<ul class="navbar-nav ml-auto">
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<li class="nav-item dropdown active">
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<a href="#" class="nav-link dropdown-toggle" data-toggle="dropdown" role="button" aria-haspopup="true" aria-expanded="false">About</a>
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<div class="dropdown-menu" aria-labelledby="dropdownMenuButton">
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<a class="dropdown-item" href="/about/overview">Overview</a>
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<a class="dropdown-item" href="/about/team">Team</a>
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<a class="dropdown-item" href="/docs">Documentation</a>
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</div>
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</li>
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<li class="nav-item dropdown active">
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<a href="#" class="nav-link dropdown-toggle" data-toggle="dropdown" role="button" aria-haspopup="true" aria-expanded="false">Areas</a>
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<div class="dropdown-menu dropdown-menu-right" aria-labelledby="dropdownMenuButton">
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<a class="dropdown-item" href="/wbs1-facilities.html">Facilities</a>
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<a class="dropdown-item" href="/wbs2-software.html">Software</a>
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<a class="dropdown-item" href="/wbs3-operations.html">Operations</a>
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<a class="dropdown-item" href="/wbs4-facilities.html">HL-LHC R&D</a>
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</div>
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</li>
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<li class="nav-item active">
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<a class="nav-link" href="/postdocs">Research Initiative</a>
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</li>
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<li class="nav-item active">
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<a class="nav-link" href="/interns">Interns</a>
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</li>
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<li class="nav-item active">
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<a class="nav-link" href="/Contact">Contact</a>
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</ul>
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</div>
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</nav>
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<div id="container">
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<div class="container">
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<main role="main">
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<div>
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<br>
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<center><h1>USCMS Researcher: Matteo Marchegiani</h1>
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<img src="/assets/images/team/Matteo-Marchegiani.jpeg" width="150px">
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<br>
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<br>
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<b> Postdoc dates: </b>
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Jul 2025 - Jun 2026<br/>
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<br>
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<b> Home Institution:</b> Carnegie Mellon University
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<br>
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<br>
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</center>
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<br>
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<h3>Project: GNN-based End-to-End Reconstruction in the CMS Phase 2 High-Granularity Calorimeter</h3>
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The goal of the project is to develop new machine learning based algorithms for fast and efficient reconstruction of the High-Granularity Calorimeter at the High-Luminosity LHC.
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<br>
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<br>
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More information: <a href = "/assets/pdfs/Matteo-Marchegiani_proposal_2025.pdf">My project proposal</a><br>
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<br>
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<b>Mentors: </b> <br>
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<ul>
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<li>
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<p>Matteo Cremonesi - (Carnegie Mellon University)</p>
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</li>
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</ul>
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<b>Presentations</b>
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<ul>
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</ul>
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<hr>
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<b>Current Status</b>
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<br>
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<p><br /> <b>2025 Q3 </b> <br /></p>
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<ul>
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<li>Progress
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<ul>
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<li>Learned how to train the GNN employing GravConv layers in combination with the object condensation loss for the reconstruction of energy clusters in the HGCAL</li>
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<li>Studied the performance and energy resolution of the GNN-based reconstruction in zero-pileup environments, considering simulated photons, pions and tau leptons</li>
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<li>Ported the training datasets production to CMSSW_15_1_X, making use of the FineCalo simulation</li>
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</ul>
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</li>
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</ul>
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<br>
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<br>
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<b>Contact me:</b><br>
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<ul>
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<li>
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<i class="fas fa-envelope-square"></i><a href = "mailto:[email protected]"> Send me an email</a><br>
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</li>
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</ul>
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</main>
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<div class="container">
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<div class="footer-vertical-center">
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<div class="footer-logos">
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<div class="footer-logo">
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<img src="/assets/logos/USCMS_SC_logo.png" alt="USCMS logo">
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<img src="/assets/logos/doe.png" alt="DOE logo">
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</div>
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<div class="footer-logo">
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<img src="/assets/logos/nsf-logo-128.png" alt="NSF logo">
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<div class="footer-text p-2 ml-auto flex-grow-1 footer-vertical-center">
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