FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W4297999826> ?p ?o ?g. }

• W4297999826 endingPage "22" @default.
• W4297999826 startingPage "1" @default.
• W4297999826 abstract "In this article, we propose a method to partially mimic natural intelligence for the problem of lifelong learning representations that are compatible. We take the perspective of a learning agent that is interested in recognizing object instances in an open dynamic universe in a way in which any update to its internal feature representation does not render the features in the gallery unusable for visual search. We refer to this learning problem as Compatible Lifelong Learning Representations (CL 2 R), as it considers compatible representation learning within the lifelong learning paradigm. We identify stationarity as the property that the feature representation is required to hold to achieve compatibility and propose a novel training procedure that encourages local and global stationarity on the learned representation. Due to stationarity, the statistical properties of the learned features do not change over time, making them interoperable with previously learned features. Extensive experiments on standard benchmark datasets show that our CL 2 R training procedure outperforms alternative baselines and state-of-the-art methods. We also provide novel metrics to specifically evaluate compatible representation learning under catastrophic forgetting in various sequential learning tasks. Code is available at https://github.com/NiccoBiondi/CompatibleLifelongRepresentation ." @default.
• W4297999826 created "2022-10-01" @default.
• W4297999826 creator A5036222429 @default.
• W4297999826 creator A5045100798 @default.
• W4297999826 creator A5057407318 @default.
• W4297999826 creator A5081506611 @default.
• W4297999826 creator A5082573360 @default.
• W4297999826 date "2022-06-30" @default.
• W4297999826 modified "2023-09-27" @default.
• W4297999826 title "CL ² R: Compatible Lifelong Learning Representations" @default.
• W4297999826 cites W1949778830 @default.
• W4297999826 cites W2001467963 @default.
• W4297999826 cites W2036963181 @default.
• W4297999826 cites W2062118960 @default.
• W4297999826 cites W2116522068 @default.
• W4297999826 cites W2117539524 @default.
• W4297999826 cites W2145287260 @default.
• W4297999826 cites W2150595230 @default.
• W4297999826 cites W2157364932 @default.
• W4297999826 cites W2163922914 @default.
• W4297999826 cites W2194775991 @default.
• W4297999826 cites W2204975001 @default.
• W4297999826 cites W2340690086 @default.
• W4297999826 cites W2473930607 @default.
• W4297999826 cites W2562471898 @default.
• W4297999826 cites W2770112119 @default.
• W4297999826 cites W2788388592 @default.
• W4297999826 cites W2871667416 @default.
• W4297999826 cites W2891430796 @default.
• W4297999826 cites W2903777941 @default.
• W4297999826 cites W2948734064 @default.
• W4297999826 cites W2954929116 @default.
• W4297999826 cites W2962984464 @default.
• W4297999826 cites W2963178577 @default.
• W4297999826 cites W2964189064 @default.
• W4297999826 cites W2969985801 @default.
• W4297999826 cites W2975127015 @default.
• W4297999826 cites W2984145721 @default.
• W4297999826 cites W2998792609 @default.
• W4297999826 cites W3027006366 @default.
• W4297999826 cites W3030364939 @default.
• W4297999826 cites W3034594226 @default.
• W4297999826 cites W3034856281 @default.
• W4297999826 cites W3094953068 @default.
• W4297999826 cites W3099206234 @default.
• W4297999826 cites W3103977047 @default.
• W4297999826 cites W3107810305 @default.
• W4297999826 cites W3112858938 @default.
• W4297999826 cites W3132598136 @default.
• W4297999826 cites W3143658323 @default.
• W4297999826 cites W3180392831 @default.
• W4297999826 cites W3180614977 @default.
• W4297999826 cites W3182527643 @default.
• W4297999826 cites W3214897310 @default.
• W4297999826 cites W4206266384 @default.
• W4297999826 cites W4211061250 @default.
• W4297999826 cites W4214521899 @default.
• W4297999826 cites W4280554712 @default.
• W4297999826 cites W3162132986 @default.
• W4297999826 doi "https://doi.org/10.1145/3564786" @default.
• W4297999826 hasPublicationYear "2022" @default.
• W4297999826 type Work @default.
• W4297999826 citedByCount "0" @default.
• W4297999826 crossrefType "journal-article" @default.
• W4297999826 hasAuthorship W4297999826A5036222429 @default.
• W4297999826 hasAuthorship W4297999826A5045100798 @default.
• W4297999826 hasAuthorship W4297999826A5057407318 @default.
• W4297999826 hasAuthorship W4297999826A5081506611 @default.
• W4297999826 hasAuthorship W4297999826A5082573360 @default.
• W4297999826 hasBestOaLocation W42979998261 @default.
• W4297999826 hasConcept C108771440 @default.
• W4297999826 hasConcept C119857082 @default.
• W4297999826 hasConcept C138885662 @default.
• W4297999826 hasConcept C145420912 @default.
• W4297999826 hasConcept C154945302 @default.
• W4297999826 hasConcept C15744967 @default.
• W4297999826 hasConcept C17744445 @default.
• W4297999826 hasConcept C19417346 @default.
• W4297999826 hasConcept C199539241 @default.
• W4297999826 hasConcept C2776359362 @default.
• W4297999826 hasConcept C2986563244 @default.
• W4297999826 hasConcept C33923547 @default.
• W4297999826 hasConcept C41008148 @default.
• W4297999826 hasConcept C41895202 @default.
• W4297999826 hasConcept C59404180 @default.
• W4297999826 hasConcept C7149132 @default.
• W4297999826 hasConcept C94625758 @default.
• W4297999826 hasConceptScore W4297999826C108771440 @default.
• W4297999826 hasConceptScore W4297999826C119857082 @default.
• W4297999826 hasConceptScore W4297999826C138885662 @default.
• W4297999826 hasConceptScore W4297999826C145420912 @default.
• W4297999826 hasConceptScore W4297999826C154945302 @default.
• W4297999826 hasConceptScore W4297999826C15744967 @default.
• W4297999826 hasConceptScore W4297999826C17744445 @default.
• W4297999826 hasConceptScore W4297999826C19417346 @default.
• W4297999826 hasConceptScore W4297999826C199539241 @default.
• W4297999826 hasConceptScore W4297999826C2776359362 @default.
• W4297999826 hasConceptScore W4297999826C2986563244 @default.

• next