assertion (explore)

assertion

https://w3id.org/sciencelive/np/RA-bVr4LQBaoZPSWEyLFLWdoC7BTcObJ6ykgtBSml5cp4/assertion

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🚩 Minted in Nanopublication

Paper annotation: The results demonstrate that state-of-art meta-learning methods are surprisingly o... cites comment... approve/disapprove... edit as derived nanopublication... create new with same template...

The paper with DOI https://doi.org/10.1007/978-3-030-58583-9_8

doi:10.1007/978-3-030-58583-9_8

http://purl.org/spar/cito/hasQuotedText has quoted text (this is a literal)

"The results demonstrate that state-of-art meta-learning methods are surprisingly outperformed by earlier meta-learning approaches, and all meta-learning methods underperform in relation to simple fine-tuning by 12.8% average accuracy. "

The paper with DOI https://doi.org/10.1007/978-3-030-58583-9_8

doi:10.1007/978-3-030-58583-9_8

http://www.w3.org/2000/01/rdf-schema#comment has comment (this is a literal)

"This finding has important implications for Earth observation. If simple fine tuning outperforms complex meta learning for cross domain few shot classification, environmental scientists working with limited labeled satellite data can rely on standard supervised learning. This applies to tasks like habitat monitoring, land cover change, and biodiversity assessment, lowering the barrier to using AI in environmental research."

https://w3id.org/np/o/ntemplate/CREATOR CREATOR http://purl.org/spar/cito/quotes quotes https://doi.org/10.1007/978-3-030-58583-9_8 doi:10.1007/978-3-030-58583-9_8 .

This is the identifier for the assertion of this nanopublication. https://w3id.org/sciencelive/np/RA-bVr4LQB.../assertion The assertion above http://www.w3.org/ns/prov#wasAttributedTo

wasAttributedTo

https://orcid.org/0000-0002-1784-2920

Anne Fouilloux

https://orcid.org/0000-0002-1784-2920

Anne Fouilloux

http://xmlns.com/foaf/0.1/name has the name (this is a literal)

"Anne Fouilloux"

This is the identifier for this whole nanopublication. https://w3id.org/sciencelive/np/RA-bVr4LQB... This nanopublication http://www.w3.org/2000/01/rdf-schema#label has the label (this is a literal)

"Paper annotation: The results demonstrate that state-of-art meta-learning methods are surprisingly outperformed by earlier meta-learning approaches, and all meta-learning methods underperform in relation to simple fine-tuning by 12.8% average accuracy. "

This is the identifier for this whole nanopublication. https://w3id.org/sciencelive/np/RA-bVr4LQB... This nanopublication http://purl.org/nanopub/x/hasNanopubType has the type http://purl.org/spar/cito/cites

cites

This is the identifier for this whole nanopublication. https://w3id.org/sciencelive/np/RA-bVr4LQB... This nanopublication date and time when the nanopublication was created http://purl.org/dc/terms/created was created on (this is a literal)

"2026-04-18T14:58:01.411Z"

(xsd:dateTime) .

This is the identifier for this whole nanopublication. https://w3id.org/sciencelive/np/RA-bVr4LQB... This nanopublication links to the assertion template that was used to create this nanopublication https://w3id.org/np/o/ntemplate/wasCreatedFromTemplate was created from the assertion template https://w3id.org/np/RA24onqmqT...

RA24onqmqT

This is a local identifier minted within the nanopublication. https://w3id.org/sciencelive/np/RA-bVr4LQB.../sig

sig

http://purl.org/nanopub/x/hasSignatureTarget has as target This is the identifier for this whole nanopublication. https://w3id.org/sciencelive/np/RA-bVr4LQB... this nanopublication .

This is a local identifier minted within the nanopublication. https://w3id.org/sciencelive/np/RA-bVr4LQB.../sig

sig

http://purl.org/nanopub/x/hasAlgorithm has the algorithm (this is a literal)

"RSA"

This is a local identifier minted within the nanopublication. https://w3id.org/sciencelive/np/RA-bVr4LQB.../sig

sig

http://purl.org/nanopub/x/hasPublicKey has the public key (this is a literal)

"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"

This is a local identifier minted within the nanopublication. https://w3id.org/sciencelive/np/RA-bVr4LQB.../sig

sig

http://purl.org/nanopub/x/hasSignature has the signature (this is a literal)

"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"

This is a local identifier minted within the nanopublication. https://w3id.org/sciencelive/np/RA-bVr4LQB.../sig

sig

http://purl.org/nanopub/x/signedBy is signed by https://orcid.org/0000-0002-1784-2920

Anne Fouilloux

This is the identifier for this whole nanopublication. https://w3id.org/sciencelive/np/RA-bVr4LQB... This nanopublication http://purl.org/nanopub/x/wasCreatedAt was created at https://platform.sciencelive4all.org

platform.sciencelive4all.org

This is the identifier for this whole nanopublication. https://w3id.org/sciencelive/np/RA-bVr4LQB...

this nanopublication

http://purl.org/dc/terms/creator

creator

https://orcid.org/0000-0002-1784-2920

Anne Fouilloux

This is the identifier for this whole nanopublication. https://w3id.org/sciencelive/np/RA-bVr4LQB...

this nanopublication

http://purl.org/dc/terms/license

license

https://creativecommons.org/licenses/by/4.0/

4.0

Anne Fouilloux, 18 Apr 2026, 14:58:01 UTC

Raw formats

Full nanopublication: TriG(txt), JSON-LD(txt), N-Quads(txt), XML(txt)

Assertions only: Turtle(txt), JSON-LD(txt), N-Triples(txt), RDF/XML(txt)