\beamer@slide {Table of content<1>}{2} \beamer@slide {Table of content}{2} \beamer@slide {sec:Introduction}{3} \beamer@slide {sec:Top Tagging}{3} \beamer@slide {Top Tagging<1>}{3} \beamer@slide {Top Tagging}{3} \beamer@slide {fig:xoneqcdpng}{3} \beamer@slide {Finding new Physics at the LHC<1>}{4} \beamer@slide {Finding new Physics at the LHC}{4} \beamer@slide {fig:ttot}{5} \beamer@slide {sec:Neuronal Networks}{7} \beamer@slide {fig:mmtq02imgswithout_fitpdf}{7} \beamer@slide {fig:mmtq02imgslinearpdf}{8} \beamer@slide {fig:mmtqnnpicsrsimple_neuronal_netpng}{9} \beamer@slide {fig:mmtq02imgsneuronal_networkpdf}{10} \beamer@slide {sec:Autoencoder}{11} \beamer@slide {fig:mmtqnnpicsrsimple_autoencoderpng}{11} \beamer@slide {fig:mmtq02imgsauto_encoderpdf}{12} \beamer@slide {fig:compare}{13} \beamer@slide {fig:xrecqualpng}{14} \beamer@slide {sec:Graphs}{15} \beamer@slide {fig:dia3}{15} \beamer@slide {fig:dia7}{17} \beamer@slide {fig:dia8}{17} \beamer@slide {Why Graph Networks?<1>}{18} \beamer@slide {Why Graph Networks?}{18} \beamer@slide {sec:Graph Autoencoder}{19} \beamer@slide {Going from a big graph to a small graph<1>}{20} \beamer@slide {Going from a big graph to a small graph}{20} \beamer@slide {fig:xdenseencodepng}{21} \beamer@slide {fig:xgraphencodepng}{21} \beamer@slide {from a big graph to a small graph<1>}{22} \beamer@slide {from a big graph to a small graph}{22} \beamer@slide {fig:abiaa}{22} \beamer@slide {from a small graph to a big graph<1>}{23} \beamer@slide {from a small graph to a big graph}{23} \beamer@slide {fig:abibb}{23} \beamer@slide {sec:Setup}{24} \beamer@slide {setup_0<1>}{25} \beamer@slide {setup_0}{25} \beamer@slide {fig:history200}{25} \beamer@slide {sec:Results}{26} \beamer@slide {results_0<1>}{26} \beamer@slide {results_0}{26} \beamer@slide {fig:simpledraw200}{26} \beamer@slide {results_1<1>}{27} \beamer@slide {results_1}{27} \beamer@slide {fig:rec200}{27} \beamer@slide {results_2<1>}{28} \beamer@slide {results_2}{28} \beamer@slide {fig:roc200}{28} \beamer@slide {sec:Problems when scaling}{29} \beamer@slide {scale_0<1>}{29} \beamer@slide {scale_0}{29} \beamer@slide {fig:trivscale}{29} \beamer@slide {scale_1<1>}{30} \beamer@slide {scale_1}{30} \beamer@slide {fig:simptriv00}{30} \beamer@slide {scale_2<1>}{31} \beamer@slide {scale_2}{31} \beamer@slide {fig:simptriv30}{31} \beamer@slide {sec:Problems by triviality}{32} \beamer@slide {simpl_0<1>}{32} \beamer@slide {simpl_0}{32} \beamer@slide {fig:meanangle4}{32} \beamer@slide {simpl_1<1>}{33} \beamer@slide {simpl_1}{33} \beamer@slide {fig:simponez}{33} \beamer@slide {sec:Solutions}{34} \beamer@slide {sec:Normalization}{34} \beamer@slide {norm_0<1>}{34} \beamer@slide {norm_0}{34} \beamer@slide {fig:reccinv-1}{34} \beamer@slide {norm_1<1>}{35} \beamer@slide {norm_1}{35} \beamer@slide {fig:totalcomp0}{35} \beamer@slide {setup2_0<1>}{36} \beamer@slide {setup2_0}{36} \beamer@slide {fig:history903}{36} \beamer@slide {result2_0<1>}{37} \beamer@slide {result2_0}{37} \beamer@slide {fig:drtop2tag}{37} \beamer@slide {normplus_0<1>}{38} \beamer@slide {normplus_0}{38} \beamer@slide {fig:aucfeat677}{38} \beamer@slide {normplus_1<1>}{39} \beamer@slide {normplus_1}{39} \beamer@slide {fig:aucfeat534}{39} \beamer@slide {sec:OneOff networks}{40} \beamer@slide {oo_0<1>}{40} \beamer@slide {oo_0}{40} \beamer@slide {fig:toosephist}{40} \beamer@slide {setup2_0<1>}{41} \beamer@slide {setup2_0}{41} \beamer@slide {results_0<1>}{42} \beamer@slide {results_0}{42} \beamer@slide {fig:dstoptagging}{42} \beamer@slide {scale2_0<1>}{43} \beamer@slide {scale2_0}{43} \beamer@slide {fig:simpledraw1583}{43} \beamer@slide {scale2_1<1>}{44} \beamer@slide {scale2_1}{44} \beamer@slide {fig:drscale}{44} \beamer@slide {scale2_2<1>}{45} \beamer@slide {scale2_2}{45} \beamer@slide {fig:dsscale}{45} \beamer@slide {sec:Conclusion}{46} \beamer@slide {sec:other Datasets}{46} \beamer@slide {odata<1>}{46} \beamer@slide {odata}{46} \beamer@slide {data_0<1>}{47} \beamer@slide {data_0}{47} \beamer@slide {fig:crossroc}{47} \beamer@slide {data_1<1>}{48} \beamer@slide {data_1}{48} \beamer@slide {fig:crosssep}{48} \beamer@slide {sec:Conclusion}{49} \beamer@slide {conclude_0<1>}{49} \beamer@slide {conclude_0}{49} \beamer@slide {grapa<1>}{50} \beamer@slide {grapa}{50} \beamer@slide {fig:grapadoc}{50} \beamer@slide {sec:Outlook}{51} \beamer@slide {next_0<1>}{51} \beamer@slide {next_0}{51} \beamer@slide {sec:Backup}{52} \beamer@slide {sec:Normalization}{52} \beamer@slide {Normalization<1>}{52} \beamer@slide {Normalization}{52} \beamer@slide {sec:Datasetups}{53} \beamer@slide {Ligth Dark Matter<1>}{53} \beamer@slide {Ligth Dark Matter}{53} \beamer@slide {Quarks and Gluons<1>}{54} \beamer@slide {Quarks and Gluons}{54} \beamer@slide {Leptons<1>}{55} \beamer@slide {Leptons}{55} \beamer@slide {sec:C addition}{56} \beamer@slide {fig:adda}{56} \beamer@slide {fig:abc}{57}