FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3132800470> ?p ?o ?g. }

• W3132800470 abstract "Both uncertainty estimation and interpretability are important factors for trustworthy machine learning systems. However, there is little work at the intersection of these two areas. We address this gap by proposing a novel method for interpreting uncertainty estimates from differentiable probabilistic models, like Bayesian Neural Networks (BNNs). Our method, Counterfactual Latent Uncertainty Explanations (CLUE), indicates how to change an input, while keeping it on the data manifold, such that a BNN becomes more confident about the input's prediction. We validate CLUE through 1) a novel framework for evaluating counterfactual explanations of uncertainty, 2) a series of ablation experiments, and 3) a user study. Our experiments show that CLUE outperforms baselines and enables practitioners to better understand which input patterns are responsible for predictive uncertainty." @default.
• W3132800470 created "2021-03-01" @default.
• W3132800470 creator A5016469734 @default.
• W3132800470 creator A5029396252 @default.
• W3132800470 creator A5042278493 @default.
• W3132800470 creator A5051625926 @default.
• W3132800470 creator A5051888078 @default.
• W3132800470 date "2021-05-03" @default.
• W3132800470 modified "2023-09-23" @default.
• W3132800470 title "Getting a CLUE: A Method for Explaining Uncertainty Estimates" @default.
• W3132800470 cites W1565746575 @default.
• W3132800470 cites W1583776211 @default.
• W3132800470 cites W1719489212 @default.
• W3132800470 cites W2111051539 @default.
• W3132800470 cites W2194775991 @default.
• W3132800470 cites W2282821441 @default.
• W3132800470 cites W2556372419 @default.
• W3132800470 cites W2594475271 @default.
• W3132800470 cites W2594633041 @default.
• W3132800470 cites W2657631929 @default.
• W3132800470 cites W2732560823 @default.
• W3132800470 cites W2753845591 @default.
• W3132800470 cites W2785011159 @default.
• W3132800470 cites W2788017640 @default.
• W3132800470 cites W2788755844 @default.
• W3132800470 cites W2886951562 @default.
• W3132800470 cites W2896125160 @default.
• W3132800470 cites W2903471224 @default.
• W3132800470 cites W2903808828 @default.
• W3132800470 cites W2909392392 @default.
• W3132800470 cites W2945976633 @default.
• W3132800470 cites W2962820504 @default.
• W3132800470 cites W2962862931 @default.
• W3132800470 cites W2963207607 @default.
• W3132800470 cites W2963276306 @default.
• W3132800470 cites W2963396138 @default.
• W3132800470 cites W2963577698 @default.
• W3132800470 cites W2963715038 @default.
• W3132800470 cites W2964316623 @default.
• W3132800470 cites W2966362896 @default.
• W3132800470 cites W2967578682 @default.
• W3132800470 cites W2971715171 @default.
• W3132800470 cites W2994689640 @default.
• W3132800470 cites W3006861283 @default.
• W3132800470 cites W3008842280 @default.
• W3132800470 cites W3008950730 @default.
• W3132800470 cites W3013149459 @default.
• W3132800470 cites W3021850758 @default.
• W3132800470 cites W3086663105 @default.
• W3132800470 cites W3104997604 @default.
• W3132800470 cites W3105115233 @default.
• W3132800470 cites W3120740533 @default.
• W3132800470 cites W3122175177 @default.
• W3132800470 doi "https://doi.org/10.17863/cam.69929" @default.
• W3132800470 hasPublicationYear "2021" @default.
• W3132800470 type Work @default.
• W3132800470 sameAs 3132800470 @default.
• W3132800470 citedByCount "7" @default.
• W3132800470 countsByYear W31328004702020 @default.
• W3132800470 countsByYear W31328004702021 @default.
• W3132800470 countsByYear W31328004702022 @default.
• W3132800470 crossrefType "proceedings-article" @default.
• W3132800470 hasAuthorship W3132800470A5016469734 @default.
• W3132800470 hasAuthorship W3132800470A5029396252 @default.
• W3132800470 hasAuthorship W3132800470A5042278493 @default.
• W3132800470 hasAuthorship W3132800470A5051625926 @default.
• W3132800470 hasAuthorship W3132800470A5051888078 @default.
• W3132800470 hasConcept C107673813 @default.
• W3132800470 hasConcept C108650721 @default.
• W3132800470 hasConcept C111472728 @default.
• W3132800470 hasConcept C119857082 @default.
• W3132800470 hasConcept C124101348 @default.
• W3132800470 hasConcept C127413603 @default.
• W3132800470 hasConcept C138885662 @default.
• W3132800470 hasConcept C146978453 @default.
• W3132800470 hasConcept C149782125 @default.
• W3132800470 hasConcept C154945302 @default.
• W3132800470 hasConcept C2781067378 @default.
• W3132800470 hasConcept C33923547 @default.
• W3132800470 hasConcept C41008148 @default.
• W3132800470 hasConcept C49937458 @default.
• W3132800470 hasConcept C64543145 @default.
• W3132800470 hasConceptScore W3132800470C107673813 @default.
• W3132800470 hasConceptScore W3132800470C108650721 @default.
• W3132800470 hasConceptScore W3132800470C111472728 @default.
• W3132800470 hasConceptScore W3132800470C119857082 @default.
• W3132800470 hasConceptScore W3132800470C124101348 @default.
• W3132800470 hasConceptScore W3132800470C127413603 @default.
• W3132800470 hasConceptScore W3132800470C138885662 @default.
• W3132800470 hasConceptScore W3132800470C146978453 @default.
• W3132800470 hasConceptScore W3132800470C149782125 @default.
• W3132800470 hasConceptScore W3132800470C154945302 @default.
• W3132800470 hasConceptScore W3132800470C2781067378 @default.
• W3132800470 hasConceptScore W3132800470C33923547 @default.
• W3132800470 hasConceptScore W3132800470C41008148 @default.
• W3132800470 hasConceptScore W3132800470C49937458 @default.
• W3132800470 hasConceptScore W3132800470C64543145 @default.
• W3132800470 hasLocation W31328004701 @default.
• W3132800470 hasOpenAccess W3132800470 @default.
• W3132800470 hasPrimaryLocation W31328004701 @default.

• next