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research_details [2020/05/14 18:33]
jthaler [Quantum Computation for Colliders]
research_details [2020/10/26 02:15] (current)
jthaler [Data Science and Machine Learning]
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 Machine learning has impacted many scientific fields, and particle physics is no exception. ​ In my research, I aim to enhance the search for new phenomena at colliders by merging the performance of deep learning algorithms with the robustness of "deep thinking"​ approaches. Machine learning has impacted many scientific fields, and particle physics is no exception. ​ In my research, I aim to enhance the search for new phenomena at colliders by merging the performance of deep learning algorithms with the robustness of "deep thinking"​ approaches.
  
-  * **A Robust Measure of Event Isotropy at Colliders**. \\ Cari Cesarotti and Jesse Thaler. \\ [[https://​arxiv.org/​abs/​2004.06125|arXiv:2004.06125]].+  * **Mapping Machine-Learned Physics into a Human-Readable Space**. \\ Taylor Faucett, ​Jesse Thaler, and Daniel Whiteson \\ [[https://​arxiv.org/​abs/​2010.11998|arXiv:2010.11998]].
  
-  * **The Hidden Geometry of Particle Collisions**. \\ Patrick T. Komiske, Eric M. Metodiev, and Jesse Thaler. \\ [[https://​arxiv.org/​abs/​2004.04159|arXiv:​2004.04159]].+  ​* **Neural Resampler for Monte Carlo Reweighting with Preserved Uncertainties**. \\ Benjamin Nachman and Jesse Thaler. \\ [[https://​doi.org/​10.1103/​PhysRevD.102.076004|Phys. Rev. D102:076004 (2020)]], [[https://​arxiv.org/​abs/​2007.11586|arXiv:​2007.11586]]. 
 + 
 +  * **A Robust Measure of Event Isotropy at Colliders**. \\ Cari Cesarotti and Jesse Thaler. \\ [[https://​doi.org/​10.1007/​JHEP08(2020)084|JHEP 2008:084 (2020)]], [[https://​arxiv.org/​abs/​2004.06125|arXiv:​2004.06125]]. 
 + 
 +  ​* **The Hidden Geometry of Particle Collisions**. \\ Patrick T. Komiske, Eric M. Metodiev, and Jesse Thaler. \\ [[https://​doi.org/​10.1007/​JHEP07(2020)006|JHEP 2007:006 (2020)]], ​[[https://​arxiv.org/​abs/​2004.04159|arXiv:​2004.04159]].
  
   * **OmniFold: A Method to Simultaneously Unfold All Observables**. \\ Anders Andreassen, Patrick T. Komiske, Eric M. Metodiev, Benjamin Nachman, and Jesse Thaler. \\ [[http://​dx.doi.org/​10.1103/​PhysRevLett.124.182001|Phys. Rev. Lett. 124:182001 (2020)]], [[https://​arxiv.org/​abs/​1911.09107|arXiv:​1911.09107]].   * **OmniFold: A Method to Simultaneously Unfold All Observables**. \\ Anders Andreassen, Patrick T. Komiske, Eric M. Metodiev, Benjamin Nachman, and Jesse Thaler. \\ [[http://​dx.doi.org/​10.1103/​PhysRevLett.124.182001|Phys. Rev. Lett. 124:182001 (2020)]], [[https://​arxiv.org/​abs/​1911.09107|arXiv:​1911.09107]].
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 Along with the rise of jet substructure tools, there has been an increased focus on using (non)perturbative QCD methods to predict the properties of jets.  In the past, QCD calculations focused on "​infrared and collinear safe" (IRC safe) observables which can be calculated order by order in perturbation theory. ​ Now, the calculational toolbox has expanded to include IRC unsafe observables---such as track-based observables and ratio observables---by using new analytic techniques. Along with the rise of jet substructure tools, there has been an increased focus on using (non)perturbative QCD methods to predict the properties of jets.  In the past, QCD calculations focused on "​infrared and collinear safe" (IRC safe) observables which can be calculated order by order in perturbation theory. ​ Now, the calculational toolbox has expanded to include IRC unsafe observables---such as track-based observables and ratio observables---by using new analytic techniques.
  
-  * **Photon Isolation and Jet Substructure**. \\  ​Zachary ​Hall and Jesse Thaler. \\ [[https://​doi.org/​10.1007/​JHEP09(2018)164|JHEP 1809:164 (2018)]], [[https://​arxiv.org/​abs/​1805.11622|arXiv:​1805.11622]].+  * **Photon Isolation and Jet Substructure**. \\  ​Eleanor ​Hall and Jesse Thaler. \\ [[https://​doi.org/​10.1007/​JHEP09(2018)164|JHEP 1809:164 (2018)]], [[https://​arxiv.org/​abs/​1805.11622|arXiv:​1805.11622]].
  
   * **Aspects of Track-Assisted Mass**. \\ Benjamin T. Elder and Jesse Thaler.\\ [[https://​doi.org/​10.1007/​JHEP03(2019)104|JHEP 1903:104 (2019)]], [[https://​arxiv.org/​abs/​1805.11109|arXiv:​1805.11109]]. ​   * **Aspects of Track-Assisted Mass**. \\ Benjamin T. Elder and Jesse Thaler.\\ [[https://​doi.org/​10.1007/​JHEP03(2019)104|JHEP 1903:104 (2019)]], [[https://​arxiv.org/​abs/​1805.11109|arXiv:​1805.11109]]. ​
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 ===== Probing the Quark/Gluon Plasma ===== ===== Probing the Quark/Gluon Plasma =====
 +
 +  * **Data-Driven Quark and Gluon Jet Modification in Heavy-Ion Collisions**. \\ Jasmine Brewer, Jesse Thaler, and Andrew P. Turner. \\ [[https://​arxiv.org/​abs/​2008.08596|arXiv:​2008.08596]].
  
   * **Sorting Out Quenched Jets**.\\ ​ Jasmine Brewer, José Guilherme Milhano, and Jesse Thaler. \\ [[https://​doi.org/​10.1103/​PhysRevLett.122.222301|Phys. Rev. Lett. 122:222301 (2019)]], [[https://​arxiv.org/​abs/​1812.05111|arXiv:​1812.05111]].   * **Sorting Out Quenched Jets**.\\ ​ Jasmine Brewer, José Guilherme Milhano, and Jesse Thaler. \\ [[https://​doi.org/​10.1103/​PhysRevLett.122.222301|Phys. Rev. Lett. 122:222301 (2019)]], [[https://​arxiv.org/​abs/​1812.05111|arXiv:​1812.05111]].
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   * **Navigating Collinear Superspace**. \\  Timothy Cohen, Gilly Elor, Andrew J. Larkoski, and Jesse Thaler. \\  [[https://​doi.org/​10.1007/​JHEP02(2020)146|JHEP 2002:146 (2020)]], [[https://​arxiv.org/​abs/​1810.11032|arXiv:​1810.11032]].   * **Navigating Collinear Superspace**. \\  Timothy Cohen, Gilly Elor, Andrew J. Larkoski, and Jesse Thaler. \\  [[https://​doi.org/​10.1007/​JHEP02(2020)146|JHEP 2002:146 (2020)]], [[https://​arxiv.org/​abs/​1810.11032|arXiv:​1810.11032]].
  
-  * **TASI 2012: Super-Tricks for Superspace**. \\ Daniele Bertolini, Jesse Thaler, and Zachary ​Thomas. \\ [[http://​www.arxiv.org/​abs/​1302.6229|arXiv:​1302.6229]].+  * **TASI 2012: Super-Tricks for Superspace**. \\ Daniele Bertolini, Jesse Thaler, and Zoe Thomas. \\ [[http://​www.arxiv.org/​abs/​1302.6229|arXiv:​1302.6229]].
  
 ===== Supergravity and Cosmology ===== ===== Supergravity and Cosmology =====
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   * :!: **The Goldstone and Goldstino of Supersymmetric Inflation**. \\ Yonatan Kahn, Daniel A. Roberts, and Jesse Thaler. \\ [[http://​dx.doi.org/​10.1007/​JHEP10(2015)001|JHEP 1510:001 (2015)]], [[http://​arxiv.org/​abs/​1504.05958|arXiv:​1504.05958]].   * :!: **The Goldstone and Goldstino of Supersymmetric Inflation**. \\ Yonatan Kahn, Daniel A. Roberts, and Jesse Thaler. \\ [[http://​dx.doi.org/​10.1007/​JHEP10(2015)001|JHEP 1510:001 (2015)]], [[http://​arxiv.org/​abs/​1504.05958|arXiv:​1504.05958]].
  
-  * :!: **Anomaly Mediation from Unbroken Supergravity**. \\ Francesco D'​Eramo,​ Jesse Thaler, and Zachary ​Thomas. \\ [[http://​dx.doi.org/​10.1007/​JHEP09(2013)125|JHEP 1309:125 (2013)]], [[http://​arxiv.org/​abs/​1307.3251|arXiv:​1307.3251]].+  * :!: **Anomaly Mediation from Unbroken Supergravity**. \\ Francesco D'​Eramo,​ Jesse Thaler, and Zoe Thomas. \\ [[http://​dx.doi.org/​10.1007/​JHEP09(2013)125|JHEP 1309:125 (2013)]], [[http://​arxiv.org/​abs/​1307.3251|arXiv:​1307.3251]].
  
-  * **The Two Faces of Anomaly Mediation**. \\ Francesco D'​Eramo,​ Jesse Thaler, and Zachary ​Thomas. \\ [[http://​dx.doi.org/​10.1007/​JHEP06(2012)151|JHEP 1206:151 (2012)]], [[http://​www.arxiv.org/​abs/​1202.1280|arXiv:​1202.1280]].+  * **The Two Faces of Anomaly Mediation**. \\ Francesco D'​Eramo,​ Jesse Thaler, and Zoe Thomas. \\ [[http://​dx.doi.org/​10.1007/​JHEP06(2012)151|JHEP 1206:151 (2012)]], [[http://​www.arxiv.org/​abs/​1202.1280|arXiv:​1202.1280]].
  
   * **Supergravity Computations without Gravity Complications**. \\ Clifford Cheung, Francesco D'​Eramo,​ and Jesse Thaler. \\ [[http://​link.aps.org/​doi/​10.1103/​PhysRevD.84.085012|Phys. Rev. D84:085012 (2011)]], [[http://​www.arxiv.org/​abs/​1104.2598|arXiv:​1104.2598]].   * **Supergravity Computations without Gravity Complications**. \\ Clifford Cheung, Francesco D'​Eramo,​ and Jesse Thaler. \\ [[http://​link.aps.org/​doi/​10.1103/​PhysRevD.84.085012|Phys. Rev. D84:085012 (2011)]], [[http://​www.arxiv.org/​abs/​1104.2598|arXiv:​1104.2598]].
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   * **The Spectrum of Goldstini and Modulini**. \\ Clifford Cheung, Francesco D'​Eramo,​ and Jesse Thaler. ​ \\ [[http://​dx.doi.org/​10.1007/​JHEP08(2011)115|JHEP 1108:115 (2011)]], [[http://​www.arxiv.org/​abs/​1104.2600|arXiv:​1104.2600]].   * **The Spectrum of Goldstini and Modulini**. \\ Clifford Cheung, Francesco D'​Eramo,​ and Jesse Thaler. ​ \\ [[http://​dx.doi.org/​10.1007/​JHEP08(2011)115|JHEP 1108:115 (2011)]], [[http://​www.arxiv.org/​abs/​1104.2600|arXiv:​1104.2600]].
  
-  * **Goldstini Can Give the Higgs a Boost**. \\ Jesse Thaler and Zachary ​Thomas. \\ [[http://​dx.doi.org/​10.1007/​JHEP07(2011)060|JHEP 1107:060 (2011)]], [[http://​www.arxiv.org/​abs/​1103.1631|arXiv:​1103.1631]].+  * **Goldstini Can Give the Higgs a Boost**. \\ Jesse Thaler and Zoe Thomas. \\ [[http://​dx.doi.org/​10.1007/​JHEP07(2011)060|JHEP 1107:060 (2011)]], [[http://​www.arxiv.org/​abs/​1103.1631|arXiv:​1103.1631]].
  
   * **A Definitive Signal of Multiple Supersymmetry Breaking**.\\ Clifford Cheung, Jeremy Mardon, Yasunori Nomura, and Jesse Thaler. \\ [[http://​dx.doi.org/​10.1007/​JHEP07(2010)035|JHEP 1007:035 (2010)]], [[http://​www.arxiv.org/​abs/​1004.4637|arXiv:​1004.4637]].   * **A Definitive Signal of Multiple Supersymmetry Breaking**.\\ Clifford Cheung, Jeremy Mardon, Yasunori Nomura, and Jesse Thaler. \\ [[http://​dx.doi.org/​10.1007/​JHEP07(2010)035|JHEP 1007:035 (2010)]], [[http://​www.arxiv.org/​abs/​1004.4637|arXiv:​1004.4637]].
research_details.1589481192.txt.gz · Last modified: 2020/05/14 18:33 by jthaler