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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 28 of 30: papers 2,701 to 2,800 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.

• MetaConcept: Learn to Abstract via Concept Graph for Weakly-Supervised Few-Shot Learning
  5 Jul 2020 0 repositories listed
• A Revision of Neural Tangent Kernel-based Approaches for Neural Networks
  2 Jul 2020 0 repositories listed
• Improving Few-Shot Learning using Composite Rotation based Auxiliary Task
  29 Jun 2020 0 repositories listed
• Deep Learning of Unified Region, Edge, and Contour Models for Automated Image Segmentation
  23 Jun 2020 0 repositories listed
• Discrete Few-Shot Learning for Pan Privacy
  23 Jun 2020 0 repositories listed
• Generalized Zero and Few-Shot Transfer for Facial Forgery Detection
  21 Jun 2020 0 repositories listed
• Deep Double-Side Learning Ensemble Model for Few-Shot Parkinson Speech Recognition
  20 Jun 2020 0 repositories listed
• Predictive Complexity Priors
  18 Jun 2020 0 repositories listed
• Automatic Validation of Textual Attribute Values in E-commerce Catalog by Learning with Limited Labeled Data
  15 Jun 2020 0 repositories listed
• LFD-ProtoNet: Prototypical Network Based on Local Fisher Discriminant Analysis for Few-shot Learning
  15 Jun 2020 0 repositories listed
• Towards an Unsupervised Method for Model Selection in Few-Shot Learning
  15 Jun 2020 0 repositories listed
• Few-shot Object Detection on Remote Sensing Images
  14 Jun 2020 0 repositories listed
• Meta-Learning GNN Initializations for Low-Resource Molecular Property Prediction
  12 Jun 2020 0 repositories listed
• Tackling Non-forgetting and Forward Transfer with a Unified Lifelong Learning Approach
  12 Jun 2020 0 repositories listed
• Simultaneous Perturbation Stochastic Approximation for Few-Shot Learning
  9 Jun 2020 0 repositories listed
• Calibrated neighborhood aware confidence measure for deep metric learning
  8 Jun 2020 0 repositories listed
• Multi-step Estimation for Gradient-based Meta-learning
  8 Jun 2020 0 repositories listed
• Unsupervised Transfer Learning with Self-Supervised Remedy
  8 Jun 2020 0 repositories listed
• Distributionally Robust Weighted k-Nearest Neighbors
  7 Jun 2020 0 repositories listed
• Brain-inspired global-local learning incorporated with neuromorphic computing
  5 Jun 2020 0 repositories listed
• Fast visual grounding in interaction: bringing few-shot learning with neural networks to an interactive robot
  1 Jun 2020 0 repositories listed
• Few-Shot Learning of Part-Specific Probability Space for 3D Shape Segmentation
  1 Jun 2020 0 repositories listed
• Few-Shot Pill Recognition
  1 Jun 2020 0 repositories listed
• Inflated Episodic Memory With Region Self-Attention for Long-Tailed Visual Recognition
  1 Jun 2020 0 repositories listed
• METAL: Minimum Effort Temporal Activity Localization in Untrimmed Videos
  1 Jun 2020 0 repositories listed
• Shoestring: Graph-Based Semi-Supervised Classification With Severely Limited Labeled Data
  1 Jun 2020 0 repositories listed
• Boosting Few-Shot Learning With Adaptive Margin Loss
  28 May 2020 0 repositories listed
• Looking back to lower-level information in few-shot learning
  27 May 2020 0 repositories listed
• Pay Attention to What You Read: Non-recurrent Handwritten Text-Line Recognition
  26 May 2020 0 repositories listed
• Fine-Grain Few-Shot Vision via Domain Knowledge as Hyperspherical Priors
  23 May 2020 0 repositories listed
• One of these (Few) Things is Not Like the Others
  22 May 2020 0 repositories listed
• Cross-Domain Few-Shot Learning with Meta Fine-Tuning
  21 May 2020 0 repositories listed
• Large Margin Mechanism and Pseudo Query Set on Cross-Domain Few-Shot Learning
  19 May 2020 0 repositories listed
• Prototypical Q Networks for Automatic Conversational Diagnosis and Few-Shot New Disease Adaption
  19 May 2020 0 repositories listed
• Feature Transformation Ensemble Model with Batch Spectral Regularization for Cross-Domain Few-Shot Classification
  18 May 2020 0 repositories listed
• AdaDurIAN: Few-shot Adaptation for Neural Text-to-Speech with DurIAN
  12 May 2020 0 repositories listed
• Compositional Few-Shot Recognition with Primitive Discovery and Enhancing
  12 May 2020 0 repositories listed
• Dynamic Memory Induction Networks for Few-Shot Text Classification
  12 May 2020 0 repositories listed
• A Comparison of Few-Shot Learning Methods for Underwater Optical and Sonar Image Classification
  10 May 2020 0 repositories listed
• Memory-Augmented Relation Network for Few-Shot Learning
  9 May 2020 0 repositories listed
• Gradual Relation Network: Decoding Intuitive Upper Extremity Movement Imaginations Based on Few-Shot EEG Learning
  6 May 2020 0 repositories listed
• Incremental Few-Shot Object Detection for Robotics
  6 May 2020 0 repositories listed
• Generalized Reinforcement Meta Learning for Few-Shot Optimization
  4 May 2020 0 repositories listed
• Self-Training with Improved Regularization for Sample-Efficient Chest X-Ray Classification
  3 May 2020 0 repositories listed
• Zero-Shot Learning and its Applications from Autonomous Vehicles to COVID-19 Diagnosis: A Review
  29 Apr 2020 0 repositories listed
• MICK: A Meta-Learning Framework for Few-shot Relation Classification with Small Training Data
  26 Apr 2020 0 repositories listed
• Learning to Classify Intents and Slot Labels Given a Handful of Examples
  22 Apr 2020 0 repositories listed
• Alleviating the Incompatibility between Cross Entropy Loss and Episode Training for Few-shot Skin Disease Classification
  21 Apr 2020 0 repositories listed
• TAEN: Temporal Aware Embedding Network for Few-Shot Action Recognition
  21 Apr 2020 0 repositories listed
• A Comprehensive Overview and Survey of Recent Advances in Meta-Learning
  17 Apr 2020 0 repositories listed
• Cross-lingual Zero- and Few-shot Hate Speech Detection Utilising Frozen Transformer Language Models and AXEL
  13 Apr 2020 0 repositories listed
• Knowledge Guided Metric Learning for Few-Shot Text Classification
  4 Apr 2020 0 repositories listed
• Optimization of Image Embeddings for Few Shot Learning
  4 Apr 2020 0 repositories listed
• Learning to Select Base Classes for Few-shot Classification
  1 Apr 2020 0 repositories listed
• Self-Augmentation: Generalizing Deep Networks to Unseen Classes for Few-Shot Learning
  1 Apr 2020 0 repositories listed
• FGN: Fully Guided Network for Few-Shot Instance Segmentation
  31 Mar 2020 0 repositories listed
• Improving out-of-distribution generalization via multi-task self-supervised pretraining
  30 Mar 2020 0 repositories listed
• Auto-Ensemble: An Adaptive Learning Rate Scheduling based Deep Learning Model Ensembling
  25 Mar 2020 0 repositories listed
• Additive Angular Margin for Few Shot Learning to Classify Clinical Endoscopy Images
  23 Mar 2020 0 repositories listed
• Few-Shot Learning with Geometric Constraints
  20 Mar 2020 0 repositories listed
• An Artificial Intelligence-Based System to Assess Nutrient Intake for Hospitalised Patients
  18 Mar 2020 0 repositories listed
• CAFENet: Class-Agnostic Few-Shot Edge Detection Network
  18 Mar 2020 0 repositories listed
• Adaptive-Step Graph Meta-Learner for Few-Shot Graph Classification
  18 Mar 2020 0 repositories listed
• Semi-supervised few-shot learning for medical image segmentation
  18 Mar 2020 0 repositories listed
• Task-Adaptive Clustering for Semi-Supervised Few-Shot Classification
  18 Mar 2020 0 repositories listed
• Incremental Few-Shot Object Detection
  10 Mar 2020 0 repositories listed
• Meta Cyclical Annealing Schedule: A Simple Approach to Avoiding Meta-Amortization Error
  4 Mar 2020 0 repositories listed
• Weakly-supervised Object Localization for Few-shot Learning and Fine-grained Few-shot Learning
  2 Mar 2020 0 repositories listed
• Learning to Compare Relation: Semantic Alignment for Few-Shot Learning
  29 Feb 2020 0 repositories listed
• AdarGCN: Adaptive Aggregation GCN for Few-Shot Learning
  28 Feb 2020 0 repositories listed
• Is the Meta-Learning Idea Able to Improve the Generalization of Deep Neural Networks on the Standard Supervised Learning?
  27 Feb 2020 0 repositories listed
• Evolving Losses for Unsupervised Video Representation Learning
  26 Feb 2020 0 repositories listed
• The Sample Complexity of Meta Sparse Regression
  22 Feb 2020 0 repositories listed
• Few-shot acoustic event detection via meta-learning
  21 Feb 2020 0 repositories listed
• Few-Shot Learning via Learning the Representation, Provably
  21 Feb 2020 0 repositories listed
• Modelling Latent Skills for Multitask Language Generation
  21 Feb 2020 0 repositories listed
• Few-Shot Few-Shot Learning and the role of Spatial Attention
  18 Feb 2020 0 repositories listed
• Exploiting the Matching Information in the Support Set for Few Shot Event Classification
  13 Feb 2020 0 repositories listed
• Meta-Learning across Meta-Tasks for Few-Shot Learning
  11 Feb 2020 0 repositories listed
• Few-Shot Learning as Domain Adaptation: Algorithm and Analysis
  6 Feb 2020 0 repositories listed
• Revisiting Meta-Learning as Supervised Learning
  3 Feb 2020 0 repositories listed
• Asymmetric Distribution Measure for Few-shot Learning
  1 Feb 2020 0 repositories listed
• Weakly Supervised Few-shot Object Segmentation using Co-Attention with Visual and Semantic Embeddings
  26 Jan 2020 0 repositories listed
• Continual Local Replacement for Few-shot Learning
  23 Jan 2020 0 repositories listed
• Fine-grained Image-to-Image Transformation towards Visual Recognition
  12 Jan 2020 0 repositories listed
• Improving Few-shot Learning by Spatially-aware Matching and CrossTransformer
  6 Jan 2020 0 repositories listed
• FLAT: Few-Shot Learning via Autoencoding Transformation Regularizers
  29 Dec 2019 0 repositories listed
• Dependable Neural Networks for Safety Critical Tasks
  20 Dec 2019 0 repositories listed
• Identity Document to Selfie Face Matching Across Adolescence
  20 Dec 2019 0 repositories listed
• Unsupervised Few-shot Learning via Self-supervised Training
  20 Dec 2019 0 repositories listed
• TransMatch: A Transfer-Learning Scheme for Semi-Supervised Few-Shot Learning
  19 Dec 2019 0 repositories listed
• Towards Contextual Learning in Few-shot Object Classification
  13 Dec 2019 0 repositories listed
• A Two-Stage Approach to Few-Shot Learning for Image Recognition
  10 Dec 2019 0 repositories listed
• Revisiting Few-Shot Learning for Facial Expression Recognition
  5 Dec 2019 0 repositories listed
• Efficient Meta Learning via Minibatch Proximal Update
  1 Dec 2019 0 repositories listed
• MetAdapt: Meta-Learned Task-Adaptive Architecture for Few-Shot Classification
  1 Dec 2019 0 repositories listed
• VIABLE: Fast Adaptation via Backpropagating Learned Loss
  29 Nov 2019 0 repositories listed
• A Unified Framework for Lifelong Learning in Deep Neural Networks
  28 Nov 2019 0 repositories listed
• Learning Multi-level Weight-centric Features for Few-shot Learning
  28 Nov 2019 0 repositories listed
• Generalized Adaptation for Few-Shot Learning
  25 Nov 2019 0 repositories listed