Matches in SemOpenAlex for { <https://semopenalex.org/work/W4283711273> ?p ?o ?g. }
Showing items 1 to 70 of
70
with 100 items per page.
- W4283711273 abstract "Tree ensembles are powerful models that are widely used. However, they are susceptible to adversarial examples, which are examples that purposely constructed to elicit a misprediction from the model. This can degrade performance and erode a user's trust in the model. Typically, approaches try to alleviate this problem by verifying how robust a learned ensemble is or robustifying the learning process. We take an alternative approach and attempt to detect adversarial examples in a post-deployment setting. We present a novel method for this task that works by analyzing an unseen example's output configuration, which is the set of predictions made by an ensemble's constituent trees. Our approach works with any additive tree ensemble and does not require training a separate model. We evaluate our approach on three different tree ensemble learners. We empirically show that our method is currently the best adversarial detection method for tree ensembles." @default.
- W4283711273 created "2022-06-30" @default.
- W4283711273 creator A5029479248 @default.
- W4283711273 creator A5037418836 @default.
- W4283711273 creator A5074451226 @default.
- W4283711273 date "2022-06-27" @default.
- W4283711273 modified "2023-10-15" @default.
- W4283711273 title "Adversarial Example Detection in Deployed Tree Ensembles" @default.
- W4283711273 doi "https://doi.org/10.48550/arxiv.2206.13083" @default.
- W4283711273 hasPublicationYear "2022" @default.
- W4283711273 type Work @default.
- W4283711273 citedByCount "0" @default.
- W4283711273 crossrefType "posted-content" @default.
- W4283711273 hasAuthorship W4283711273A5029479248 @default.
- W4283711273 hasAuthorship W4283711273A5037418836 @default.
- W4283711273 hasAuthorship W4283711273A5074451226 @default.
- W4283711273 hasBestOaLocation W42837112731 @default.
- W4283711273 hasConcept C105339364 @default.
- W4283711273 hasConcept C111919701 @default.
- W4283711273 hasConcept C113174947 @default.
- W4283711273 hasConcept C119857082 @default.
- W4283711273 hasConcept C119898033 @default.
- W4283711273 hasConcept C127413603 @default.
- W4283711273 hasConcept C134306372 @default.
- W4283711273 hasConcept C154945302 @default.
- W4283711273 hasConcept C177264268 @default.
- W4283711273 hasConcept C199360897 @default.
- W4283711273 hasConcept C201995342 @default.
- W4283711273 hasConcept C2780451532 @default.
- W4283711273 hasConcept C33923547 @default.
- W4283711273 hasConcept C37736160 @default.
- W4283711273 hasConcept C41008148 @default.
- W4283711273 hasConcept C45942800 @default.
- W4283711273 hasConcept C84525736 @default.
- W4283711273 hasConcept C98045186 @default.
- W4283711273 hasConceptScore W4283711273C105339364 @default.
- W4283711273 hasConceptScore W4283711273C111919701 @default.
- W4283711273 hasConceptScore W4283711273C113174947 @default.
- W4283711273 hasConceptScore W4283711273C119857082 @default.
- W4283711273 hasConceptScore W4283711273C119898033 @default.
- W4283711273 hasConceptScore W4283711273C127413603 @default.
- W4283711273 hasConceptScore W4283711273C134306372 @default.
- W4283711273 hasConceptScore W4283711273C154945302 @default.
- W4283711273 hasConceptScore W4283711273C177264268 @default.
- W4283711273 hasConceptScore W4283711273C199360897 @default.
- W4283711273 hasConceptScore W4283711273C201995342 @default.
- W4283711273 hasConceptScore W4283711273C2780451532 @default.
- W4283711273 hasConceptScore W4283711273C33923547 @default.
- W4283711273 hasConceptScore W4283711273C37736160 @default.
- W4283711273 hasConceptScore W4283711273C41008148 @default.
- W4283711273 hasConceptScore W4283711273C45942800 @default.
- W4283711273 hasConceptScore W4283711273C84525736 @default.
- W4283711273 hasConceptScore W4283711273C98045186 @default.
- W4283711273 hasLocation W42837112731 @default.
- W4283711273 hasLocation W42837112732 @default.
- W4283711273 hasOpenAccess W4283711273 @default.
- W4283711273 hasPrimaryLocation W42837112731 @default.
- W4283711273 hasRelatedWork W1807784185 @default.
- W4283711273 hasRelatedWork W1909207154 @default.
- W4283711273 hasRelatedWork W2794896638 @default.
- W4283711273 hasRelatedWork W3101614107 @default.
- W4283711273 hasRelatedWork W3124390867 @default.
- W4283711273 hasRelatedWork W3136871737 @default.
- W4283711273 hasRelatedWork W3149839747 @default.
- W4283711273 hasRelatedWork W3202800081 @default.
- W4283711273 hasRelatedWork W3204228978 @default.
- W4283711273 hasRelatedWork W45170056 @default.
- W4283711273 isParatext "false" @default.
- W4283711273 isRetracted "false" @default.
- W4283711273 workType "article" @default.