Matches in SemOpenAlex for { <https://semopenalex.org/work/W2997170297> ?p ?o ?g. }
- W2997170297 abstract "In this work we study locality and compositionality in the context of learning representations for Zero Shot Learning (ZSL). In order to well-isolate the importance of these properties in learned representations, we impose the additional constraint that, differently from most recent work in ZSL, no pre-training on different datasets (e.g. ImageNet) is performed. The results of our experiments show how locality, in terms of small parts of the input, and compositionality, i.e. how well can the learned representations be expressed as a function of a smaller vocabulary, are both deeply related to generalization and motivate the focus on more local-aware models in future research directions for representation learning." @default.
- W2997170297 created "2020-01-10" @default.
- W2997170297 creator A5027437939 @default.
- W2997170297 creator A5027936662 @default.
- W2997170297 creator A5062650781 @default.
- W2997170297 date "2019-12-20" @default.
- W2997170297 modified "2023-10-06" @default.
- W2997170297 title "Locality and compositionality in zero-shot learning" @default.
- W2997170297 cites W1563590311 @default.
- W2997170297 cites W1797268635 @default.
- W2997170297 cites W2034368206 @default.
- W2997170297 cites W2070148066 @default.
- W2997170297 cites W2101926813 @default.
- W2997170297 cites W2115733720 @default.
- W2997170297 cites W2117539524 @default.
- W2997170297 cites W2131953535 @default.
- W2997170297 cites W2142604614 @default.
- W2997170297 cites W2149933564 @default.
- W2997170297 cites W2156406284 @default.
- W2997170297 cites W2173520492 @default.
- W2997170297 cites W2183341477 @default.
- W2997170297 cites W2194775991 @default.
- W2997170297 cites W2203224402 @default.
- W2997170297 cites W2289084343 @default.
- W2997170297 cites W2321533354 @default.
- W2997170297 cites W2415801397 @default.
- W2997170297 cites W2510153535 @default.
- W2997170297 cites W2552383788 @default.
- W2997170297 cites W2604729005 @default.
- W2997170297 cites W2604763608 @default.
- W2997170297 cites W2611632661 @default.
- W2997170297 cites W2750912449 @default.
- W2997170297 cites W2753738274 @default.
- W2997170297 cites W2786897815 @default.
- W2997170297 cites W27961112 @default.
- W2997170297 cites W2798381792 @default.
- W2997170297 cites W2798858969 @default.
- W2997170297 cites W2803832867 @default.
- W2997170297 cites W2807931652 @default.
- W2997170297 cites W2811024793 @default.
- W2997170297 cites W2882999943 @default.
- W2997170297 cites W2893944917 @default.
- W2997170297 cites W2906251086 @default.
- W2997170297 cites W2910992787 @default.
- W2997170297 cites W2918117688 @default.
- W2997170297 cites W2920357315 @default.
- W2997170297 cites W2948012107 @default.
- W2997170297 cites W2949999304 @default.
- W2997170297 cites W2950220847 @default.
- W2997170297 cites W2950537964 @default.
- W2997170297 cites W2950893734 @default.
- W2997170297 cites W2951004968 @default.
- W2997170297 cites W2951873722 @default.
- W2997170297 cites W2954705892 @default.
- W2997170297 cites W2962689421 @default.
- W2997170297 cites W2962843773 @default.
- W2997170297 cites W2963499153 @default.
- W2997170297 cites W2963521239 @default.
- W2997170297 cites W2963739978 @default.
- W2997170297 cites W2964015378 @default.
- W2997170297 cites W2964105864 @default.
- W2997170297 cites W2964185501 @default.
- W2997170297 cites W2964222561 @default.
- W2997170297 cites W3038022805 @default.
- W2997170297 cites W3044305947 @default.
- W2997170297 cites W3099903704 @default.
- W2997170297 cites W343636949 @default.
- W2997170297 hasPublicationYear "2019" @default.
- W2997170297 type Work @default.
- W2997170297 sameAs 2997170297 @default.
- W2997170297 citedByCount "2" @default.
- W2997170297 countsByYear W29971702972020 @default.
- W2997170297 crossrefType "posted-content" @default.
- W2997170297 hasAuthorship W2997170297A5027437939 @default.
- W2997170297 hasAuthorship W2997170297A5027936662 @default.
- W2997170297 hasAuthorship W2997170297A5062650781 @default.
- W2997170297 hasConcept C120665830 @default.
- W2997170297 hasConcept C121332964 @default.
- W2997170297 hasConcept C121375916 @default.
- W2997170297 hasConcept C134306372 @default.
- W2997170297 hasConcept C138885662 @default.
- W2997170297 hasConcept C14036430 @default.
- W2997170297 hasConcept C154945302 @default.
- W2997170297 hasConcept C166957645 @default.
- W2997170297 hasConcept C177148314 @default.
- W2997170297 hasConcept C17744445 @default.
- W2997170297 hasConcept C192209626 @default.
- W2997170297 hasConcept C199539241 @default.
- W2997170297 hasConcept C204321447 @default.
- W2997170297 hasConcept C205649164 @default.
- W2997170297 hasConcept C2524010 @default.
- W2997170297 hasConcept C2776036281 @default.
- W2997170297 hasConcept C2776359362 @default.
- W2997170297 hasConcept C2777601683 @default.
- W2997170297 hasConcept C2779343474 @default.
- W2997170297 hasConcept C2779808786 @default.
- W2997170297 hasConcept C2780813799 @default.
- W2997170297 hasConcept C33923547 @default.
- W2997170297 hasConcept C41008148 @default.
- W2997170297 hasConcept C41895202 @default.