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2023:topics [2023/06/03 10:23]
emanuele.re_admin
2023:topics [2023/06/22 16:06] (current)
gregor.kasieczka [Session 2]
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 ===== List of topics for 2023 ====== ===== List of topics for 2023 ======
 //​(accessible to everyone, editing rights to conveners and organizers)//​ //​(accessible to everyone, editing rights to conveners and organizers)//​
 +---------------------------
  
 ==== Session 1 ==== ==== Session 1 ====
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   * starting from state-of-the-art ML-taggers, estimate how much they are correlated to the physics in the measurements of substructure we already have. Discuss good procedures to best tune MC to describe ML-taggers. Discuss good procedures to estimate uncertainties on ML-taggers, given the physics understanding of various effects (an example is scale-variations,​ where our constraints from data are certainly stronger than the factor 2 variations in many cases, but sometimes the opposite).   * starting from state-of-the-art ML-taggers, estimate how much they are correlated to the physics in the measurements of substructure we already have. Discuss good procedures to best tune MC to describe ML-taggers. Discuss good procedures to estimate uncertainties on ML-taggers, given the physics understanding of various effects (an example is scale-variations,​ where our constraints from data are certainly stronger than the factor 2 variations in many cases, but sometimes the opposite).
   * take stock of how well most recent generator developments have improved description of multiple new measurements of substructure. (Followup from a previous Les Houches 2015 on q/​g-tagging)   * take stock of how well most recent generator developments have improved description of multiple new measurements of substructure. (Followup from a previous Les Houches 2015 on q/​g-tagging)
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 +
 +**__Tools, Event Generators and Machine Learning:​__**
  
  
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 ==== Session 2 ==== ==== Session 2 ====
  
-....+**__Higgs:​__** 
 + 
 +  * "​Precision":​ 
 +    * Trilinear and quadrilinear Higgs couplings 
 +    * Lepton flavour violation in the Higgs sector 
 +    * Constraining the CP structure of the Higgs couplings 
 +    * Higgs and EFT 
 +    * Characterizing Higgs boson production and decay 
 +  * "​Novelties":​ 
 +    * Exotic decays of the 125 GeV Higgs boson 
 +    * Additional Higgs bosons (low/high mass) - uncovered parameter space 
 +    * Naturalness 
 +       * Gaps in searches for traditional models (SUSY, compositness) 
 +       * Searches for cosmological triggers (new Higgs bosons and v-like leptons) 
 +       * Unexpected signatures of naturalness 
 + 
 + 
 +**__Machine Learning and Tools:​__** 
 +   * **Reinterpretation**:​ Tools like Rivet, Gambit, ​.., ML for reinterpretation,​ reinterpretation of model agnostic searches 
 +   * **EFTs**: Fits, PDF inclusion, SMEFT progress ​..
 +   * **Physics & ML**: Injection of physics priors into classification and generative models; interpretable ML techniques; ML for optimal sensitivity for BSM searches and optimal observables and likelihood learning, opening the black box 
 +   * **Anomalies**:​ A unified view of different anomaly detection techniques,​.pushing the boundaries of anomaly detection
  
  
----- 
  
-----+**__Low-energy precision probes of BSM:__** 
 +   * New Electric Dipole Moment searches? 
 +   * Parity violation in new systems? 
 +   * Exotic atoms/ions to test exotic forces 
 +       * muonic atoms 
 +       * antiprotonic atoms 
 +       * highly charged ions 
 +       * Rydberg states
  
2023/topics.1685780583.txt.gz · Last modified: 2023/06/03 10:23 by emanuele.re_admin