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Regularized Few-Shot Learning/Ushahidi
Rekodi ya ushahidi wa mbinu

Regularized Few-Shot Learning

Regularized few-shot learning augments standard few-shot learning pipelines with explicit regularization mechanisms — such as weight decay, dropout, data augmentation, label smoothing, or manifold constraints — to reduce overfitting to the tiny support sets that define each episode. This produces more generalizable models when only one to thirty labeled examples per class are available.

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Regularized Few-Shot Learning (Regularization-Enhanced Meta-Learning)
Rekodi ya mbinu ya kiajenda · ml-model / machine-learning
  • Chen, W., Liu, Y., Kira, Z., Wang, Y. F., & Huang, J. (2019). A Closer Look at Few-Shot Classification. International Conference on Learning Representations (ICLR). · URL
  • Tian, Y., Wang, Y., Krishnan, D., Tenenbaum, J. B., & Isola, P. (2020). Rethinking Few-Shot Image Classification: a Good Embedding Is All You Need? European Conference on Computer Vision (ECCV). · URL
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Taxonomic bucketFew-shot Learningmachine-suggested · Relational suggestion, not evidence.Taxonomic bucketRegularized Transfer Learningmachine-suggested · Relational suggestion, not evidence.Taxonomic bucketSelf-supervised Learningmachine-suggested · Relational suggestion, not evidence.Taxonomic bucketSemi-supervised Few-shot Learningmachine-suggested · Relational suggestion, not evidence.Taxonomic bucketTransfer Learningmachine-suggested · Relational suggestion, not evidence.

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Sources recorded, not reviewed

Bibliographic sources are present. Claim-level evidence review has not been performed.

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