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Title: Jet substructure at the Tevatron and LHC: new results, new tools, new benchmarks

Abstract

Here, we review recent theoretical progress and the latest experimental results in jet substructure from the Tevatron and the LHC. We review the status of and outlook for calculation and simulation tools for studying jet substructure. Following up on the report of the Boost 2010 workshop, we present a new set of benchmark comparisons of substructure techniques, focusing on the set of variables and grooming methods that are collectively known as ‘top taggers’. To facilitate further exploration, we have attempted to collect, harmonize and publish software implementations of these techniques.

Authors:
 [1];  [2];  [3];  [1];  [4];  [4];  [5];  [6];  [7];  [8];  [4];  [9];  [10];  [11];  [12];  [13];  [8];  [14];  [2];  [15] more »;  [16];  [2];  [12];  [16];  [16];  [10];  [17];  [18];  [18];  [19];  [14];  [16];  [2];  [20];  [21];  [22];  [23];  [24];  [18];  [25];  [26];  [27];  [23];  [28];  [29];  [30];  [14];  [16];  [8];  [31];  [32];  [33];  [34];  [35];  [20];  [2];  [16];  [25];  [20];  [2];  [36];  [9];  [37];  [38];  [38];  [16];  [14];  [39];  [12];  [40];  [12] « less
+ Show Author Affiliations
  1. Columbia Univ., Irvington, NY (United States)
  2. Rutgers Univ., Piscataway, NJ (United States)
  3. Argonne National Lab. (ANL), Argonne, IL (United States)
  4. Univ. College of London (United Kingdom)
  5. McGill Univ., Montreal, QB (Canada)
  6. Columbia Univ., Irvington, NY (United States); Harvard Univ., Cambridge, MA (United States)
  7. Brown Univ., Providence, RI (United States)
  8. Univ. of Manchester (United Kingdom)
  9. Univ. of California, Davis, CA (United States)
  10. Univ. of Washington, Seattle, WA (United States)
  11. SLAC National Accelerator Lab., Menlo Park, CA (United States); Stony Brook Univ., NY (United States); Inst. for Advanced Study, Princeton, NJ (United States)
  12. Princeton Univ., NJ (United States)
  13. Univ. of Florida, Gainesville, FL (United States)
  14. Harvard Univ., Cambridge, MA (United States)
  15. Lab. de Instrumentacao e Fısica Experimental de Partıculas, Lisboa (Portugal)
  16. SLAC National Accelerator Lab., Menlo Park, CA (United States)
  17. Univ. of Wisconsin, Madison, WI (United States)
  18. SLAC National Accelerator Lab., Menlo Park, CA (United States); Stanford Univ., Stanford, CA (United States)
  19. Fermi National Accelerator Lab. (FNAL), Batavia, IL (United States); Univ. of Oregon, Eugene, OR (United States)
  20. Massachusetts Inst. of Technology (MIT), Cambridge, MA (United States)
  21. Korea Advanced Inst. of Science and Technology (KAIST), Daejeon (Korea)
  22. Univ. of Arizona, Tucson, AZ (United States)
  23. Johns Hopkins Univ., Baltimore, MD (United States)
  24. Univ. Autònoma de Barcelona (Spain)
  25. Univ. Heidelberg (Germany)
  26. New York Univ., New York, NY (United States)
  27. Univ. of Mississippi, University, MS (United States)
  28. Texas A & M Univ., College Station, TX (United States)
  29. Princeton Univ., NJ (United States); CERN, Geneva (Switzerland); UPMC Univ., Paris (France)
  30. Univ. Gottingen (Germany)
  31. Syracuse Univ., NY (United States)
  32. Univ. of Toronto, ON (Canada)
  33. Yale Univ., New Haven, CT (United States)
  34. Univ. of Oregon, Eugene, OR (United States)
  35. Durham Univ. (United Kingdom)
  36. Boston Univ., MA (United States)
  37. Univ. of California, Berkeley, CA (United States); Univ. of Louisville, KY (United States)
  38. IFIC/CSIC-UVEG, Valencia (Spain)
  39. Univ. of California, Berkeley, CA (United States)
  40. Univ. of Chicago, IL (United States)
Publication Date:
Research Org.:
Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States). National Energy Research Scientific Computing Center (NERSC)
Sponsoring Org.:
USDOE
OSTI Identifier:
1529960
Grant/Contract Number:  
AC02-76SF00515; AC02-05CH11231; FG02-94ER40818; FG02-98ER41089
Resource Type:
Accepted Manuscript
Journal Name:
Journal of Physics. G, Nuclear and Particle Physics
Additional Journal Information:
Journal Volume: 39; Journal Issue: 6; Journal ID: ISSN 0954-3899
Publisher:
IOP Publishing
Country of Publication:
United States
Language:
English
Subject:
72 PHYSICS OF ELEMENTARY PARTICLES AND FIELDS

Citation Formats

Altheimer, A., Arora, S., Asquith, L., Brooijmans, G., Butterworth, J., Campanelli, M., Chapleau, B., Cholakian, A. E., Chou, J. P., Dasgupta, M., Davison, A., Dolen, J., Ellis, S. D., Essig, R., Fan, J. J., Field, R., Fregoso, A., Gallicchio, J., Gershtein, Y., Gomes, A., Haas, A., Halkiadakis, E., Halyo, V., Hoeche, S., Hook, A., Hornig, A., Huang, P., Izaguirre, E., Jankowiak, M., Kribs, G., Krohn, D., Larkoski, A. J., Lath, A., Lee, C., Lee, S. J., Loch, P., Maksimovic, P., Martinez, M., Miller, D. W., Plehn, T., Prokofiev, K., Rahmat, R., Rappoccio, S., Safonov, A., Salam, G. P., Schumann, S., Schwartz, M. D., Schwartzman, A., Seymour, M., Shao, J., Sinervo, P., Son, M., Soper, D. E., Spannowsky, M., Stewart, I. W., Strassler, M., Strauss, E., Takeuchi, M., Thaler, J., Thomas, S., Tweedie, B., Sierra, R. Vasquez, Vermilion, C. K., Villaplana, M., Vos, M., Wacker, J., Walker, D., Walsh, J. R., Wang, L-T, Wilbur, S., and Zhu, W. Jet substructure at the Tevatron and LHC: new results, new tools, new benchmarks. United States: N. p., 2012. Web. doi:10.1088/0954-3899/39/6/063001.
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Altheimer, A., Arora, S., Asquith, L., Brooijmans, G., Butterworth, J., Campanelli, M., Chapleau, B., Cholakian, A. E., Chou, J. P., Dasgupta, M., Davison, A., Dolen, J., Ellis, S. D., Essig, R., Fan, J. J., Field, R., Fregoso, A., Gallicchio, J., Gershtein, Y., Gomes, A., Haas, A., Halkiadakis, E., Halyo, V., Hoeche, S., Hook, A., Hornig, A., Huang, P., Izaguirre, E., Jankowiak, M., Kribs, G., Krohn, D., Larkoski, A. J., Lath, A., Lee, C., Lee, S. J., Loch, P., Maksimovic, P., Martinez, M., Miller, D. W., Plehn, T., Prokofiev, K., Rahmat, R., Rappoccio, S., Safonov, A., Salam, G. P., Schumann, S., Schwartz, M. D., Schwartzman, A., Seymour, M., Shao, J., Sinervo, P., Son, M., Soper, D. E., Spannowsky, M., Stewart, I. W., Strassler, M., Strauss, E., Takeuchi, M., Thaler, J., Thomas, S., Tweedie, B., Sierra, R. Vasquez, Vermilion, C. K., Villaplana, M., Vos, M., Wacker, J., Walker, D., Walsh, J. R., Wang, L-T, Wilbur, S., & Zhu, W. Jet substructure at the Tevatron and LHC: new results, new tools, new benchmarks. United States. https://doi.org/10.1088/0954-3899/39/6/063001
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Altheimer, A., Arora, S., Asquith, L., Brooijmans, G., Butterworth, J., Campanelli, M., Chapleau, B., Cholakian, A. E., Chou, J. P., Dasgupta, M., Davison, A., Dolen, J., Ellis, S. D., Essig, R., Fan, J. J., Field, R., Fregoso, A., Gallicchio, J., Gershtein, Y., Gomes, A., Haas, A., Halkiadakis, E., Halyo, V., Hoeche, S., Hook, A., Hornig, A., Huang, P., Izaguirre, E., Jankowiak, M., Kribs, G., Krohn, D., Larkoski, A. J., Lath, A., Lee, C., Lee, S. J., Loch, P., Maksimovic, P., Martinez, M., Miller, D. W., Plehn, T., Prokofiev, K., Rahmat, R., Rappoccio, S., Safonov, A., Salam, G. P., Schumann, S., Schwartz, M. D., Schwartzman, A., Seymour, M., Shao, J., Sinervo, P., Son, M., Soper, D. E., Spannowsky, M., Stewart, I. W., Strassler, M., Strauss, E., Takeuchi, M., Thaler, J., Thomas, S., Tweedie, B., Sierra, R. Vasquez, Vermilion, C. K., Villaplana, M., Vos, M., Wacker, J., Walker, D., Walsh, J. R., Wang, L-T, Wilbur, S., and Zhu, W. Thu . "Jet substructure at the Tevatron and LHC: new results, new tools, new benchmarks". United States. https://doi.org/10.1088/0954-3899/39/6/063001. https://www.osti.gov/servlets/purl/1529960.
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@article{osti_1529960,
title = {Jet substructure at the Tevatron and LHC: new results, new tools, new benchmarks},
author = {Altheimer, A. and Arora, S. and Asquith, L. and Brooijmans, G. and Butterworth, J. and Campanelli, M. and Chapleau, B. and Cholakian, A. E. and Chou, J. P. and Dasgupta, M. and Davison, A. and Dolen, J. and Ellis, S. D. and Essig, R. and Fan, J. J. and Field, R. and Fregoso, A. and Gallicchio, J. and Gershtein, Y. and Gomes, A. and Haas, A. and Halkiadakis, E. and Halyo, V. and Hoeche, S. and Hook, A. and Hornig, A. and Huang, P. and Izaguirre, E. and Jankowiak, M. and Kribs, G. and Krohn, D. and Larkoski, A. J. and Lath, A. and Lee, C. and Lee, S. J. and Loch, P. and Maksimovic, P. and Martinez, M. and Miller, D. W. and Plehn, T. and Prokofiev, K. and Rahmat, R. and Rappoccio, S. and Safonov, A. and Salam, G. P. and Schumann, S. and Schwartz, M. D. and Schwartzman, A. and Seymour, M. and Shao, J. and Sinervo, P. and Son, M. and Soper, D. E. and Spannowsky, M. and Stewart, I. W. and Strassler, M. and Strauss, E. and Takeuchi, M. and Thaler, J. and Thomas, S. and Tweedie, B. and Sierra, R. Vasquez and Vermilion, C. K. and Villaplana, M. and Vos, M. and Wacker, J. and Walker, D. and Walsh, J. R. and Wang, L-T and Wilbur, S. and Zhu, W.},
abstractNote = {Here, we review recent theoretical progress and the latest experimental results in jet substructure from the Tevatron and the LHC. We review the status of and outlook for calculation and simulation tools for studying jet substructure. Following up on the report of the Boost 2010 workshop, we present a new set of benchmark comparisons of substructure techniques, focusing on the set of variables and grooming methods that are collectively known as ‘top taggers’. To facilitate further exploration, we have attempted to collect, harmonize and publish software implementations of these techniques.},
doi = {10.1088/0954-3899/39/6/063001},
journal = {Journal of Physics. G, Nuclear and Particle Physics},
number = 6,
volume = 39,
place = {United States},
year = {Thu May 03 00:00:00 EDT 2012},
month = {Thu May 03 00:00:00 EDT 2012}
}
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    text, January 2016

    • Kolodrubetz, Daniel W.; Pietrulewicz, Piotr; Stewart, Iain W.
    • Deutsches Elektronen-Synchrotron, DESY, Hamburg
    • DOI: 10.3204/pubdb-2016-06546

    A case study of quark-gluon discrimination at NNLL' in comparison to parton showers
    text, January 2017

    • Mo, Jonathan; Tackmann, Frank J.; Waalewijn, Wouter J.
    • Deutsches Elektronen-Synchrotron, DESY, Hamburg
    • DOI: 10.3204/pubdb-2017-10336

    Calculating Track-Based Observables for the LHC
    text, January 2013

    • Chang, Hsi-Ming; Waalewijn, Wouter J.; Procura, Massimiliano
    • American Physical Society
    • DOI: 10.7892/boris.42560

    The Machine Learning landscape of top taggers
    text, January 2019

    Jet mass spectra in Higgs boson plus one jet at next-to-next-to-leading logarithmic order
    text, January 2013

    • Jouttenus, Teppo T.; Stewart, Iain W.; Tackmann, Frank J.
    • Deutsches Elektronen-Synchrotron, DESY, Hamburg
    • DOI: 10.3204/desy-2013-01006

    A Case Study of Quark-Gluon Discrimination at NNLL$'$ in Comparison to Parton Showers
    text, January 2017

    • Mo, Jonathan; Tackmann, Frank J.; Waalewijn, Wouter J.
    • Deutsches Elektronen-Synchrotron, DESY, Hamburg
    • DOI: 10.3204/pubdb-2017-12772

    Resummation of Jet Mass at Hadron Colliders
    text, January 2012

    Power Corrections to Event Shapes with Mass-Dependent Operators
    text, January 2012

    New Physics in LHC Higgs boson pair production
    text, January 2012

    Jet Substructure by Accident
    text, January 2012

    Energy Correlation Functions for Jet Substructure
    text, January 2013

    Resummation with Wilson lines off the light cone
    text, January 2013

    Comparing and Counting Logs in Direct and Effective Methods of Resummation
    text, January 2014

    Jets from Jets: Re-clustering as a tool for large radius jet reconstruction and grooming at the LHC
    text, January 2014

    Jet-Images: Computer Vision Inspired Techniques for Jet Tagging
    text, January 2014

    Double Higgs Production with a Jet Substructure Analysis to Probe Extra Dimensions
    text, January 2015

    Light Higgs Bosons in NMSSM at the LHC
    text, January 2015

    Jet Substructure Classification in High-Energy Physics with Deep Neural Networks
    text, January 2016

    Factorization for Jet Radius Logarithms in Jet Mass Spectra at the LHC
    text, January 2016

    Decorrelated Jet Substructure Tagging using Adversarial Neural Networks
    text, January 2017

    Exposing the QCD Splitting Function with CMS Open Data
    text, January 2017

    Jet Substructure Studies with CMS Open Data
    text, January 2017

    Energy flow polynomials: A complete linear basis for jet substructure
    text, January 2017

    Energy Flow Networks: Deep Sets for Particle Jets
    text, January 2018

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