Browse State-of-the-Art › Few-Shot Learning › Papers, page 27
Few-Shot Learning
Papers archive 2025-07-28
archive papers tagged: 2,964 · with a code link: 1,297 · where Syntology ran a sample: 373 (306 with a run with no instrument failure, 67 where every run was a failure of Syntology's instrument) Syntology
Show: all tagged papersonly where code ran (373 of 2,964 tagged: 306 with a run with no instrument failure, 67 where every run was a failure of Syntology's instrument)
Page 27 of 30: papers 2,601 to 2,700 of 2,964, in archive order: by repositories listed in the archive (most first), then newest first, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers that list no repository come after every paper that lists one.
Papers without a page here are shown as plain text. A Syntology line reads “N ran (of which C constructed an object rather than computing a result; K with no instrument failure: H honoured, V violated, P with no contract checked; I where Syntology's instrument failed) · U unverified”; the figure “where Syntology's instrument failed” counts failures of Syntology's instrument, not of the code. When the archive marks a repository official for the paper, the line starts with that repository's state (the archive's flag, not a verdict on who wrote the code); hover it for the repositories the samples that ran came from. Abstracts are on each paper's page.
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Pseudo-Loss Confidence Metric for Semi-Supervised Few-Shot Learning1 Jan 2021 0 repositories listed
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Robust Meta-learning with Noise via Eigen-Reptile1 Jan 2021 0 repositories listed
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Task-Aware Part Mining Network for Few-Shot Learning1 Jan 2021 0 repositories listed
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Towards Understanding the Cause of Error in Few-Shot Learning1 Jan 2021 0 repositories listed
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Z-Score Normalization, Hubness, and Few-Shot Learning1 Jan 2021 0 repositories listed
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A Closer Look at Few-Shot Crosslingual Transfer: The Choice of Shots Matters31 Dec 2020 0 repositories listed
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Compositional Prototype Network with Multi-view Comparision for Few-Shot Point Cloud Semantic Segmentation28 Dec 2020 0 repositories listed
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Power Normalizations in Fine-grained Image, Few-shot Image and Graph Classification27 Dec 2020 0 repositories listed
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Few Shot Learning With No Labels26 Dec 2020 0 repositories listed
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Personalized Adaptive Meta Learning for Cold-start User Preference Prediction22 Dec 2020 0 repositories listed
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PTN: A Poisson Transfer Network for Semi-supervised Few-shot Learning20 Dec 2020 0 repositories listed
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Few-shot Sequence Learning with Transformers17 Dec 2020 0 repositories listed
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Are Fewer Labels Possible for Few-shot Learning?10 Dec 2020 0 repositories listed
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Probing Few-Shot Generalization with Attributes10 Dec 2020 0 repositories listed
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Batch Group Normalization4 Dec 2020 0 repositories listed
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RPT: Relational Pre-trained Transformer Is Almost All You Need towards Democratizing Data Preparation4 Dec 2020 0 repositories listed
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Meta-Generating Deep Attentive Metric for Few-shot Classification3 Dec 2020 0 repositories listed
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SB-MTL: Score-based Meta Transfer-Learning for Cross-Domain Few-Shot Learning3 Dec 2020 0 repositories listed
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A Study of Few-Shot Audio Classification2 Dec 2020 0 repositories listed
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ReMP: Rectified Metric Propagation for Few-Shot Learning2 Dec 2020 0 repositories listed
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A Two-phase Prototypical Network Model for Incremental Few-shot Relation Classification1 Dec 2020 0 repositories listed
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COVID-19 Surveillance through Twitter using Self-Supervised and Few Shot Learning1 Dec 2020 0 repositories listed
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Effective Few-Shot Classification with Transfer Learning1 Dec 2020 0 repositories listed
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How to fine-tune deep neural networks in few-shot learning?1 Dec 2020 0 repositories listed
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OOD-MAML: Meta-Learning for Few-Shot Out-of-Distribution Detection and Classification1 Dec 2020 0 repositories listed
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Annotation-Efficient Untrimmed Video Action Recognition30 Nov 2020 0 repositories listed
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30 Nov 2020 0 repositories listed
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Is Support Set Diversity Necessary for Meta-Learning?28 Nov 2020 0 repositories listed
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RNNP: A Robust Few-Shot Learning Approach22 Nov 2020 0 repositories listed
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An Effective Anti-Aliasing Approach for Residual Networks20 Nov 2020 0 repositories listed
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Bidirectional RNN-based Few Shot Learning for 3D Medical Image Segmentation19 Nov 2020 0 repositories listed
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Hybrid Consistency Training with Prototype Adaptation for Few-Shot Learning19 Nov 2020 0 repositories listed
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Multimodal Prototypical Networks for Few-shot Learning17 Nov 2020 0 repositories listed
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A Nested Bi-level Optimization Framework for Robust Few Shot Learning13 Nov 2020 0 repositories listed
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In-Memory Nearest Neighbor Search with FeFET Multi-Bit Content-Addressable Memories13 Nov 2020 0 repositories listed
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FS-HGR: Few-shot Learning for Hand Gesture Recognition via ElectroMyography11 Nov 2020 0 repositories listed
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A Broad Dataset is All You Need for One-Shot Object Detection9 Nov 2020 0 repositories listed
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Enhanced Few-shot Learning for Intrusion Detection in Railway Video Surveillance9 Nov 2020 0 repositories listed
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The Tatoeba Translation Challenge – Realistic Data Sets for Low Resource and Multilingual MT1 Nov 2020 0 repositories listed
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SigNet: A Novel Deep Learning Framework for Radio Signal Classification28 Oct 2020 0 repositories listed
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Malicious Requests Detection with Improved Bidirectional Long Short-term Memory Neural Networks26 Oct 2020 0 repositories listed
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Few-shot Image Recognition with Manifolds22 Oct 2020 0 repositories listed
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Task-Adaptive Feature Transformer for Few-Shot Segmentation22 Oct 2020 0 repositories listed
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Directed Variational Cross-encoder Network for Few-shot Multi-image Co-segmentation17 Oct 2020 0 repositories listed
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On the Utility of Active Instance Selection for Few-Shot Learning16 Oct 2020 0 repositories listed
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Training Data Generating Networks: Shape Reconstruction via Bi-level Optimization16 Oct 2020 0 repositories listed
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Function Contrastive Learning of Transferable Meta-Representations14 Oct 2020 0 repositories listed
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Theoretical bounds on estimation error for meta-learning14 Oct 2020 0 repositories listed
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Few-shot Action Recognition with Implicit Temporal Alignment and Pair Similarity Optimization13 Oct 2020 0 repositories listed
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Structural Supervision Improves Few-Shot Learning and Syntactic Generalization in Neural Language Models12 Oct 2020 0 repositories listed
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Few-shot Learning for Multi-label Intent Detection11 Oct 2020 0 repositories listed
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Addressing the Real-world Class Imbalance Problem in Dermatology9 Oct 2020 0 repositories listed
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Few-shot Learning for Spatial Regression9 Oct 2020 0 repositories listed
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Uncertainty-Aware Few-Shot Image Classification9 Oct 2020 0 repositories listed
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Learning Clusterable Visual Features for Zero-Shot Recognition7 Oct 2020 0 repositories listed
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Representation learning from videos in-the-wild: An object-centric approach6 Oct 2020 0 repositories listed
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6 Oct 2020 0 repositories listed
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Unknown Presentation Attack Detection against Rational Attackers4 Oct 2020 0 repositories listed
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Cross-Lingual Transfer Learning for Complex Word Identification2 Oct 2020 0 repositories listed
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Data-Efficient Pretraining via Contrastive Self-Supervision2 Oct 2020 0 repositories listed
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IsOBS: An Information System for Oracle Bone Script1 Oct 2020 0 repositories listed
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Few-shot Learning for Time-series Forecasting30 Sep 2020 0 repositories listed
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Learning to Generate Image Source-Agnostic Universal Adversarial Perturbations29 Sep 2020 0 repositories listed
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Message Passing Neural Processes29 Sep 2020 0 repositories listed
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MetaMix: Improved Meta-Learning with Interpolation-based Consistency Regularization29 Sep 2020 0 repositories listed
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Function Contrastive Learning of Transferable Representations28 Sep 2020 0 repositories listed
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Non-greedy Gradient-based Hyperparameter Optimization Over Long Horizons28 Sep 2020 0 repositories listed
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Putting Theory to Work: From Learning Bounds to Meta-Learning Algorithms28 Sep 2020 0 repositories listed
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Self-supervised Contrastive Zero to Few-shot Learning from Small, Long-tailed Text data28 Sep 2020 0 repositories listed
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Sense and Learn: Self-Supervision for Omnipresent Sensors28 Sep 2020 0 repositories listed
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Fuzzy Simplicial Networks: A Topology-Inspired Model to Improve Task Generalization in Few-shot Learning23 Sep 2020 0 repositories listed
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PennSyn2Real: Training Object Recognition Models without Human Labeling22 Sep 2020 0 repositories listed
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Knowledge-Guided Multi-Label Few-Shot Learning for General Image Recognition20 Sep 2020 0 repositories listed
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Few-shot learning using pre-training and shots, enriched by pre-trained samples19 Sep 2020 0 repositories listed
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Class Interference Regularization4 Sep 2020 0 repositories listed
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28 Aug 2020 0 repositories listed
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23 Aug 2020 0 repositories listed
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Few-Shot Learning with Intra-Class Knowledge Transfer22 Aug 2020 0 repositories listed
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Learning to Profile: User Meta-Profile Network for Few-Shot Learning21 Aug 2020 0 repositories listed
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Dataset Bias in Few-shot Image Recognition18 Aug 2020 0 repositories listed
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Compositional Generalization via Neural-Symbolic Stack Machines15 Aug 2020 0 repositories listed
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Cross-Modality Multi-Atlas Segmentation Using Deep Neural Networks15 Aug 2020 0 repositories listed
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Language Models as Few-Shot Learner for Task-Oriented Dialogue Systems14 Aug 2020 0 repositories listed
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Revisiting Mid-Level Patterns for Cross-Domain Few-Shot Recognition7 Aug 2020 0 repositories listed
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Online Few-shot Gesture Learning on a Neuromorphic Processor3 Aug 2020 0 repositories listed
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Attentive Prototype Few-shot Learning with Capsule Network-based Embedding1 Aug 2020 0 repositories listed
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Incremental Few-Shot Meta-Learning via Indirect Discriminant Alignment1 Aug 2020 0 repositories listed
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Large-Scale Few-Shot Learning via Multi-Modal Knowledge Discovery1 Aug 2020 0 repositories listed
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Meta-DRN: Meta-Learning for 1-Shot Image Segmentation1 Aug 2020 0 repositories listed
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SEN: A Novel Feature Normalization Dissimilarity Measure for Prototypical Few-Shot Learning Networks1 Aug 2020 0 repositories listed
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Learning from Few Samples: A Survey30 Jul 2020 0 repositories listed
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Towards Accuracy-Fairness Paradox: Adversarial Example-based Data Augmentation for Visual Debiasing27 Jul 2020 0 repositories listed
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Few-Shot Bearing Fault Diagnosis Based on Model-Agnostic Meta-Learning25 Jul 2020 0 repositories listed
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Contextualizing Enhances Gradient Based Meta Learning17 Jul 2020 0 repositories listed
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Augmented Bi-path Network for Few-shot Learning15 Jul 2020 0 repositories listed
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Attentive Graph Neural Networks for Few-Shot Learning14 Jul 2020 0 repositories listed
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Towards Cross-Granularity Few-Shot Learning: Coarse-to-Fine Pseudo-Labeling with Visual-Semantic Meta-Embedding11 Jul 2020 0 repositories listed
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Meta-Learning with Network Pruning7 Jul 2020 0 repositories listed
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Learning to learn generative programs with Memoised Wake-Sleep6 Jul 2020 0 repositories listed
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Meta-Learning Divergences of Variational Inference6 Jul 2020 0 repositories listed