FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3136148403> ?p ?o ?g. }

• W3136148403 abstract "The classification of jets as quark- versus gluon-initiated is an important yet challenging task in the analysis of data from high-energy particle collisions and in the search for physics beyond the Standard Model. The recent integration of deep neural networks operating on low-level detector information has resulted in significant improvements in the classification power of quark/gluon jet tagging models. However, the improved power of such models trained on simulated samples has come at the cost of reduced interpretability, raising concerns about their reliability. We elucidate the physics behind quark/gluon jet classification decisions by comparing the performance of networks with and without constraints of infrared and collinear safety, and identify the nature of the unsafe information by revealing the energy and angular dependence of the learned models. This in turn allows us to approximate the performance of the low-level networks (by 99% or higher) using equivalent sets of interpretable high-level observables, which can be used to probe the fidelity of the simulated samples and define systematic uncertainties." @default.
• W3136148403 created "2021-03-29" @default.
• W3136148403 creator A5004908171 @default.
• W3136148403 creator A5021764694 @default.
• W3136148403 creator A5037776915 @default.
• W3136148403 creator A5071226219 @default.
• W3136148403 creator A5088813478 @default.
• W3136148403 date "2021-03-16" @default.
• W3136148403 modified "2023-09-27" @default.
• W3136148403 title "Safety of Quark/Gluon Jet Classification" @default.
• W3136148403 cites W1533861849 @default.
• W3136148403 cites W1665214252 @default.
• W3136148403 cites W1677182931 @default.
• W3136148403 cites W1904365287 @default.
• W3136148403 cites W1969664229 @default.
• W3136148403 cites W1987435915 @default.
• W3136148403 cites W2136749405 @default.
• W3136148403 cites W2165610102 @default.
• W3136148403 cites W2325907229 @default.
• W3136148403 cites W2491766731 @default.
• W3136148403 cites W2606891456 @default.
• W3136148403 cites W2808717592 @default.
• W3136148403 cites W2915621743 @default.
• W3136148403 cites W2964121744 @default.
• W3136148403 cites W3092578031 @default.
• W3136148403 cites W3099190102 @default.
• W3136148403 cites W3100509708 @default.
• W3136148403 cites W3101363214 @default.
• W3136148403 cites W3101501459 @default.
• W3136148403 cites W3102334207 @default.
• W3136148403 cites W3102776521 @default.
• W3136148403 cites W3104674222 @default.
• W3136148403 cites W3105222401 @default.
• W3136148403 hasPublicationYear "2021" @default.
• W3136148403 type Work @default.
• W3136148403 sameAs 3136148403 @default.
• W3136148403 citedByCount "0" @default.
• W3136148403 crossrefType "posted-content" @default.
• W3136148403 hasAuthorship W3136148403A5004908171 @default.
• W3136148403 hasAuthorship W3136148403A5021764694 @default.
• W3136148403 hasAuthorship W3136148403A5037776915 @default.
• W3136148403 hasAuthorship W3136148403A5071226219 @default.
• W3136148403 hasAuthorship W3136148403A5088813478 @default.
• W3136148403 hasConcept C109214941 @default.
• W3136148403 hasConcept C119857082 @default.
• W3136148403 hasConcept C119947313 @default.
• W3136148403 hasConcept C121332964 @default.
• W3136148403 hasConcept C123579102 @default.
• W3136148403 hasConcept C127413603 @default.
• W3136148403 hasConcept C154945302 @default.
• W3136148403 hasConcept C163258240 @default.
• W3136148403 hasConcept C201995342 @default.
• W3136148403 hasConcept C2780451532 @default.
• W3136148403 hasConcept C2781067378 @default.
• W3136148403 hasConcept C32848918 @default.
• W3136148403 hasConcept C41008148 @default.
• W3136148403 hasConcept C43214815 @default.
• W3136148403 hasConcept C62520636 @default.
• W3136148403 hasConcept C7602139 @default.
• W3136148403 hasConcept C97355855 @default.
• W3136148403 hasConceptScore W3136148403C109214941 @default.
• W3136148403 hasConceptScore W3136148403C119857082 @default.
• W3136148403 hasConceptScore W3136148403C119947313 @default.
• W3136148403 hasConceptScore W3136148403C121332964 @default.
• W3136148403 hasConceptScore W3136148403C123579102 @default.
• W3136148403 hasConceptScore W3136148403C127413603 @default.
• W3136148403 hasConceptScore W3136148403C154945302 @default.
• W3136148403 hasConceptScore W3136148403C163258240 @default.
• W3136148403 hasConceptScore W3136148403C201995342 @default.
• W3136148403 hasConceptScore W3136148403C2780451532 @default.
• W3136148403 hasConceptScore W3136148403C2781067378 @default.
• W3136148403 hasConceptScore W3136148403C32848918 @default.
• W3136148403 hasConceptScore W3136148403C41008148 @default.
• W3136148403 hasConceptScore W3136148403C43214815 @default.
• W3136148403 hasConceptScore W3136148403C62520636 @default.
• W3136148403 hasConceptScore W3136148403C7602139 @default.
• W3136148403 hasConceptScore W3136148403C97355855 @default.
• W3136148403 hasLocation W31361484031 @default.
• W3136148403 hasOpenAccess W3136148403 @default.
• W3136148403 hasPrimaryLocation W31361484031 @default.
• W3136148403 hasRelatedWork W1891969860 @default.
• W3136148403 hasRelatedWork W1998453608 @default.
• W3136148403 hasRelatedWork W2122573506 @default.
• W3136148403 hasRelatedWork W2491766731 @default.
• W3136148403 hasRelatedWork W2594983911 @default.
• W3136148403 hasRelatedWork W2595160605 @default.
• W3136148403 hasRelatedWork W2771301999 @default.
• W3136148403 hasRelatedWork W2914147000 @default.
• W3136148403 hasRelatedWork W2916399768 @default.
• W3136148403 hasRelatedWork W2922800887 @default.
• W3136148403 hasRelatedWork W2946595836 @default.
• W3136148403 hasRelatedWork W2954985161 @default.
• W3136148403 hasRelatedWork W2992189997 @default.
• W3136148403 hasRelatedWork W3098243486 @default.
• W3136148403 hasRelatedWork W3099190102 @default.
• W3136148403 hasRelatedWork W3101501459 @default.
• W3136148403 hasRelatedWork W3104023534 @default.
• W3136148403 hasRelatedWork W3104561293 @default.
• W3136148403 hasRelatedWork W3106515533 @default.
• W3136148403 hasRelatedWork W3112437591 @default.

• next