AWhat changed
Mapped labeled support examples and a query through learned representations and attention to predict unseen-class labels, training on episodes that mimic the one-shot test setting.
Scientific scope
Mapped labeled support examples and a query through learned representations and attention to predict unseen-class labels, training on episodes that mimic the one-shot test setting. Metric learning, attention and external memories are inherited. No-finetuning refers to adaptation by support conditioning, not a network trained without data or universal one-shot learning.
Evidence
The linked original sources describe the stated contribution and its evidence limits. WRS has not independently rerun the experiments or certified a proof. Metric learning, attention and external memories are inherited. No-finetuning refers to adaptation by support conditioning, not a network trained without data or universal one-shot learning.
Contributors
- Source-listed authors and technical contributors · SCIENCE: Source-listed authors or explicitly credited technical contributors for the cited versions. Family entries retain source-specific attribution; a combined list is not one original-paper byline or equal individual work. Names alone do not establish resolved identities.
Provisional WRS assessment, edition 2026-10-16.1. Independent expert calibration is pending. This grade does not certify correctness or assign ownership.
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