FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3184260147> ?p ?o ?g. }

• W3184260147 abstract "With the rapid development of eXplainable Artificial Intelligence (XAI), perturbation-based XAI algorithms have become quite popular due to their effectiveness and ease of implementation. The vast majority of perturbation-based XAI techniques face the challenge of Out-of-Distribution (OoD) data -- an artifact of randomly perturbed data becoming inconsistent with the original dataset. OoD data leads to the over-confidence problem in model predictions, making the existing XAI approaches unreliable. To our best knowledge, the OoD data problem in perturbation-based XAI algorithms has not been adequately addressed in the literature. In this work, we address this OoD data problem by designing an additional module quantifying the affinity between the perturbed data and the original dataset distribution, which is integrated into the process of aggregation. Our solution is shown to be compatible with the most popular perturbation-based XAI algorithms, such as RISE, OCCLUSION, and LIME. Experiments have confirmed that our methods demonstrate a significant improvement in general cases using both computational and cognitive metrics. Especially in the case of degradation, our proposed approach demonstrates outstanding performance comparing to baselines. Besides, our solution also resolves a fundamental problem with the faithfulness indicator, a commonly used evaluation metric of XAI algorithms that appears to be sensitive to the OoD issue." @default.
• W3184260147 created "2021-08-02" @default.
• W3184260147 creator A5024809346 @default.
• W3184260147 creator A5035282947 @default.
• W3184260147 creator A5052533101 @default.
• W3184260147 creator A5052597827 @default.
• W3184260147 creator A5068153509 @default.
• W3184260147 creator A5076010055 @default.
• W3184260147 creator A5077187104 @default.
• W3184260147 creator A5079353328 @default.
• W3184260147 date "2021-07-27" @default.
• W3184260147 modified "2023-09-27" @default.
• W3184260147 title "Resisting Out-of-Distribution Data Problem in Perturbation of XAI" @default.
• W3184260147 cites W1849277567 @default.
• W3184260147 cites W1932198206 @default.
• W3184260147 cites W2044140042 @default.
• W3184260147 cites W2051576146 @default.
• W3184260147 cites W2074937039 @default.
• W3184260147 cites W2110842818 @default.
• W3184260147 cites W2117539524 @default.
• W3184260147 cites W2194775991 @default.
• W3184260147 cites W2282821441 @default.
• W3184260147 cites W2295107390 @default.
• W3184260147 cites W2503388974 @default.
• W3184260147 cites W2531327146 @default.
• W3184260147 cites W2551974706 @default.
• W3184260147 cites W2563047483 @default.
• W3184260147 cites W2594475271 @default.
• W3184260147 cites W2624172162 @default.
• W3184260147 cites W2740930567 @default.
• W3184260147 cites W2803156329 @default.
• W3184260147 cites W2803756472 @default.
• W3184260147 cites W2809136100 @default.
• W3184260147 cites W2809671526 @default.
• W3184260147 cites W2809925683 @default.
• W3184260147 cites W2891503716 @default.
• W3184260147 cites W2892375480 @default.
• W3184260147 cites W2896125160 @default.
• W3184260147 cites W2901197893 @default.
• W3184260147 cites W2903808828 @default.
• W3184260147 cites W2904693122 @default.
• W3184260147 cites W2942444880 @default.
• W3184260147 cites W2945976633 @default.
• W3184260147 cites W2962772482 @default.
• W3184260147 cites W2962835968 @default.
• W3184260147 cites W2962843949 @default.
• W3184260147 cites W2962851944 @default.
• W3184260147 cites W2962862931 @default.
• W3184260147 cites W2963095307 @default.
• W3184260147 cites W2963207607 @default.
• W3184260147 cites W2963441669 @default.
• W3184260147 cites W2963693742 @default.
• W3184260147 cites W2963773039 @default.
• W3184260147 cites W2963847595 @default.
• W3184260147 cites W2964153729 @default.
• W3184260147 cites W2972059645 @default.
• W3184260147 cites W2988157455 @default.
• W3184260147 cites W2996061341 @default.
• W3184260147 cites W3000965188 @default.
• W3184260147 cites W3005086430 @default.
• W3184260147 cites W3006853338 @default.
• W3184260147 cites W3012216629 @default.
• W3184260147 cites W3015177564 @default.
• W3184260147 cites W3034230713 @default.
• W3184260147 cites W3101609372 @default.
• W3184260147 cites W3102564565 @default.
• W3184260147 cites W3127141043 @default.
• W3184260147 cites W3128697900 @default.
• W3184260147 cites W3134982597 @default.
• W3184260147 doi "https://doi.org/10.48550/arxiv.2107.14000" @default.
• W3184260147 hasPublicationYear "2021" @default.
• W3184260147 type Work @default.
• W3184260147 sameAs 3184260147 @default.
• W3184260147 citedByCount "1" @default.
• W3184260147 countsByYear W31842601472021 @default.
• W3184260147 crossrefType "posted-content" @default.
• W3184260147 hasAuthorship W3184260147A5024809346 @default.
• W3184260147 hasAuthorship W3184260147A5035282947 @default.
• W3184260147 hasAuthorship W3184260147A5052533101 @default.
• W3184260147 hasAuthorship W3184260147A5052597827 @default.
• W3184260147 hasAuthorship W3184260147A5068153509 @default.
• W3184260147 hasAuthorship W3184260147A5076010055 @default.
• W3184260147 hasAuthorship W3184260147A5077187104 @default.
• W3184260147 hasAuthorship W3184260147A5079353328 @default.
• W3184260147 hasBestOaLocation W31842601471 @default.
• W3184260147 hasConcept C121332964 @default.
• W3184260147 hasConcept C124101348 @default.
• W3184260147 hasConcept C154945302 @default.
• W3184260147 hasConcept C177918212 @default.
• W3184260147 hasConcept C41008148 @default.
• W3184260147 hasConcept C62520636 @default.
• W3184260147 hasConceptScore W3184260147C121332964 @default.
• W3184260147 hasConceptScore W3184260147C124101348 @default.
• W3184260147 hasConceptScore W3184260147C154945302 @default.
• W3184260147 hasConceptScore W3184260147C177918212 @default.
• W3184260147 hasConceptScore W3184260147C41008148 @default.
• W3184260147 hasConceptScore W3184260147C62520636 @default.
• W3184260147 hasLocation W31842601471 @default.
• W3184260147 hasOpenAccess W3184260147 @default.
• W3184260147 hasPrimaryLocation W31842601471 @default.

• next