Wednesday 11 April 2018 Speaker: Todd Huffman (University of Oxford) Title: "The "Multiplicity Jump!" - Finding B's in multi-TeV jets without tracks” Abstract: The performance of standard tagging algorithms begins to fall in the case of highly boosted B hadrons (γβ >200). This work uses the jump in hit multiplicity among the pixel layers of an ATLAS or CMS-like detector when a B hadron decays within the detector volume. Consequently, tracking is not required. The problem is outlined and stage is set. Then the details of the simulations used to uncover whether this idea, in fact, stands a chance of working. Indications that relatively simple neural networks can use this information to make substantial gains over a simple cut-based approach are presented. Evidence that a "multiplicity jump counter" does work on high energy jets will be shown as well as the speaker's assessment of the progress of implementing these algorithms in the ATLAS experiment.