Matches in SemOpenAlex for { <https://semopenalex.org/work/W4307079138> ?p ?o ?g. }
Showing items 1 to 77 of
77
with 100 items per page.
- W4307079138 abstract "In recent years, a huge amount of deep neural architectures have been developed for image classification. It remains curious whether these models are similar or different and what factors contribute to their similarities or differences. To address this question, we aim to design a quantitative and scalable similarity function between neural architectures. We utilize adversarial attack transferability, which has information related to input gradients and decision boundaries that are widely used to understand model behaviors. We conduct a large-scale analysis on 69 state-of-the-art ImageNet classifiers using our proposed similarity function to answer the question. Moreover, we observe neural architecture-related phenomena using model similarity that model diversity can lead to better performance on model ensembles and knowledge distillation under specific conditions. Our results provide insights into why the development of diverse neural architectures with distinct components is necessary." @default.
- W4307079138 created "2022-10-24" @default.
- W4307079138 creator A5033653599 @default.
- W4307079138 creator A5049880470 @default.
- W4307079138 creator A5065218877 @default.
- W4307079138 creator A5067167236 @default.
- W4307079138 creator A5077922012 @default.
- W4307079138 creator A5079048252 @default.
- W4307079138 date "2022-10-20" @default.
- W4307079138 modified "2023-10-18" @default.
- W4307079138 title "Similarity of Neural Architectures Based on Input Gradient Transferability" @default.
- W4307079138 doi "https://doi.org/10.48550/arxiv.2210.11407" @default.
- W4307079138 hasPublicationYear "2022" @default.
- W4307079138 type Work @default.
- W4307079138 citedByCount "0" @default.
- W4307079138 crossrefType "posted-content" @default.
- W4307079138 hasAuthorship W4307079138A5033653599 @default.
- W4307079138 hasAuthorship W4307079138A5049880470 @default.
- W4307079138 hasAuthorship W4307079138A5065218877 @default.
- W4307079138 hasAuthorship W4307079138A5067167236 @default.
- W4307079138 hasAuthorship W4307079138A5077922012 @default.
- W4307079138 hasAuthorship W4307079138A5079048252 @default.
- W4307079138 hasBestOaLocation W43070791381 @default.
- W4307079138 hasConcept C103278499 @default.
- W4307079138 hasConcept C115961682 @default.
- W4307079138 hasConcept C119857082 @default.
- W4307079138 hasConcept C123657996 @default.
- W4307079138 hasConcept C140331021 @default.
- W4307079138 hasConcept C14036430 @default.
- W4307079138 hasConcept C153180895 @default.
- W4307079138 hasConcept C154945302 @default.
- W4307079138 hasConcept C166957645 @default.
- W4307079138 hasConcept C205649164 @default.
- W4307079138 hasConcept C2778755073 @default.
- W4307079138 hasConcept C41008148 @default.
- W4307079138 hasConcept C48044578 @default.
- W4307079138 hasConcept C50644808 @default.
- W4307079138 hasConcept C58640448 @default.
- W4307079138 hasConcept C61272859 @default.
- W4307079138 hasConcept C77088390 @default.
- W4307079138 hasConcept C78458016 @default.
- W4307079138 hasConcept C86803240 @default.
- W4307079138 hasConceptScore W4307079138C103278499 @default.
- W4307079138 hasConceptScore W4307079138C115961682 @default.
- W4307079138 hasConceptScore W4307079138C119857082 @default.
- W4307079138 hasConceptScore W4307079138C123657996 @default.
- W4307079138 hasConceptScore W4307079138C140331021 @default.
- W4307079138 hasConceptScore W4307079138C14036430 @default.
- W4307079138 hasConceptScore W4307079138C153180895 @default.
- W4307079138 hasConceptScore W4307079138C154945302 @default.
- W4307079138 hasConceptScore W4307079138C166957645 @default.
- W4307079138 hasConceptScore W4307079138C205649164 @default.
- W4307079138 hasConceptScore W4307079138C2778755073 @default.
- W4307079138 hasConceptScore W4307079138C41008148 @default.
- W4307079138 hasConceptScore W4307079138C48044578 @default.
- W4307079138 hasConceptScore W4307079138C50644808 @default.
- W4307079138 hasConceptScore W4307079138C58640448 @default.
- W4307079138 hasConceptScore W4307079138C61272859 @default.
- W4307079138 hasConceptScore W4307079138C77088390 @default.
- W4307079138 hasConceptScore W4307079138C78458016 @default.
- W4307079138 hasConceptScore W4307079138C86803240 @default.
- W4307079138 hasLocation W43070791381 @default.
- W4307079138 hasOpenAccess W4307079138 @default.
- W4307079138 hasPrimaryLocation W43070791381 @default.
- W4307079138 hasRelatedWork W2015538044 @default.
- W4307079138 hasRelatedWork W2382623646 @default.
- W4307079138 hasRelatedWork W2810523766 @default.
- W4307079138 hasRelatedWork W2900794075 @default.
- W4307079138 hasRelatedWork W2904170742 @default.
- W4307079138 hasRelatedWork W3183633970 @default.
- W4307079138 hasRelatedWork W3208309985 @default.
- W4307079138 hasRelatedWork W4289653936 @default.
- W4307079138 hasRelatedWork W1629725936 @default.
- W4307079138 hasRelatedWork W2164844972 @default.
- W4307079138 isParatext "false" @default.
- W4307079138 isRetracted "false" @default.
- W4307079138 workType "article" @default.