{
  "id": "2401.07626",
  "version": "v1",
  "published": "2024-01-15T12:02:39.000Z",
  "updated": "2024-01-15T12:02:39.000Z",
  "title": "DNN-based identification of additional b jets for a differential $t\\bar{t}b\\bar{b}$ cross section measurement",
  "authors": [
    "Juhee Song"
  ],
  "comment": "Poster presentation proceeding at the 16th International Workshop on Top Quark Physics (Top2023), 24-29 September 2023",
  "categories": [
    "hep-ex"
  ],
  "abstract": "In differential measurements of the $t\\bar{t}b\\bar{b}$ process, observables related to the b jets not originating from top quark decays are of special interest to probe the multi-scale QCD nature of the $t\\bar{t}b\\bar{b}$ process, and the description of the additional b jet radiation via different simulation tools. In order to access these additional b jets, identification algorithms have to be applied to determine which of the b jets recorded in the detector are the b jets of interest. This is achieved via a DNN-based method which will be highlighted in this article.",
  "revisions": [
    {
      "version": "v1",
      "updated": "2024-01-15T12:02:39.000Z"
    }
  ],
  "analyses": {
    "keywords": [
      "cross section measurement",
      "dnn-based identification",
      "additional",
      "multi-scale qcd nature",
      "identification algorithms"
    ],
    "note": {
      "typesetting": "TeX",
      "pages": 0,
      "language": "en",
      "license": "arXiv",
      "status": "editable"
    }
  }
}