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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 25 of 30: papers 2,401 to 2,500 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.

• Few-shot graph link prediction with domain adaptation
  29 Sep 2021 0 repositories listed
• Few-shot Learning via Dirichlet Tessellation Ensemble
  29 Sep 2021 0 repositories listed
• Few-shot Learning with Big Prototypes
  29 Sep 2021 0 repositories listed
• Few-Shot Multi-task Learning via Implicit regularization
  29 Sep 2021 0 repositories listed
• Generalized Sampling Method for Few Shot Learning
  29 Sep 2021 0 repositories listed
• Generate, Annotate, and Learn: Generative Models Advance Self-Training and Knowledge Distillation
  29 Sep 2021 0 repositories listed
• Hierarchical Cross Contrastive Learning of Visual Representations
  29 Sep 2021 0 repositories listed
• HyperTransformer: Attention-Based CNN Model Generation from Few Samples
  29 Sep 2021 0 repositories listed
• Invariance-Guided Feature Evolution for Few-Shot Learning
  29 Sep 2021 0 repositories listed
• Linear algebra with transformers
  29 Sep 2021 0 repositories listed
• Loss meta-learning for forecasting
  29 Sep 2021 0 repositories listed
• MDFL: A UNIFIED FRAMEWORK WITH META-DROPOUT FOR FEW-SHOT LEARNING
  29 Sep 2021 0 repositories listed
• MemREIN: Rein the Domain Shift for Cross-Domain Few-Shot Learning
  29 Sep 2021 0 repositories listed
• Meta Learning with Minimax Regularization
  29 Sep 2021 0 repositories listed
• MetaHistoSeg: A Python Framework for Meta Learning in Histopathology Image Segmentation
  29 Sep 2021 0 repositories listed
• Neural Variational Dropout Processes
  29 Sep 2021 0 repositories listed
• Refining Multimodal Representations using a modality-centric self-supervised module
  29 Sep 2021 0 repositories listed
• Revisiting Linear Decision Boundaries for Few-Shot Learning with Transformer Hypernetworks
  29 Sep 2021 0 repositories listed
• Robust Cross-Modal Semi-supervised Few Shot Learning
  29 Sep 2021 0 repositories listed
• Self-Supervised Prime-Dual Networks for Few-Shot Image Classification
  29 Sep 2021 0 repositories listed
• Switch to Generalize: Domain-Switch Learning for Cross-Domain Few-Shot Classification
  29 Sep 2021 0 repositories listed
• Multimodality in Meta-Learning: A Comprehensive Survey
  28 Sep 2021 0 repositories listed
• A Multi-stage Transfer Learning Framework for Diabetic Retinopathy Grading on Small Data
  24 Sep 2021 0 repositories listed
• Towards Generalized and Incremental Few-Shot Object Detection
  23 Sep 2021 0 repositories listed
• Learning by Examples Based on Multi-level Optimization
  22 Sep 2021 0 repositories listed
• Multi-Domain Few-Shot Learning and Dataset for Agricultural Applications
  21 Sep 2021 0 repositories listed
• FlipDA: Effective and Robust Data Augmentation for Few-Shot Learning
  17 Sep 2021 0 repositories listed
• MHFC: Multi-Head Feature Collaboration for Few-Shot Learning
  16 Sep 2021 0 repositories listed
• Reframing Instructional Prompts to GPTk's Language
  16 Sep 2021 0 repositories listed
• Partner-Assisted Learning for Few-Shot Image Classification
  15 Sep 2021 0 repositories listed
• Exploring Prompt-based Few-shot Learning for Grounded Dialog Generation
  14 Sep 2021 0 repositories listed
• One-Class Meta-Learning: Towards Generalizable Few-Shot Open-Set Classification
  14 Sep 2021 0 repositories listed
• Fine-Grained Few Shot Learning with Foreground Object Transformation
  13 Sep 2021 0 repositories listed
• Meta Navigator: Search for a Good Adaptation Policy for Few-shot Learning
  13 Sep 2021 0 repositories listed
• Learning from Language Description: Low-shot Named Entity Recognition via Decomposed Framework
  11 Sep 2021 0 repositories listed
• Prior Omission of Dissimilar Source Domain(s) for Cost-Effective Few-Shot Learning
  11 Sep 2021 0 repositories listed
• CINS: Comprehensive Instruction for Few-shot Learning in Task-oriented Dialog Systems
  10 Sep 2021 0 repositories listed
• Rapid Model Architecture Adaption for Meta-Learning
  10 Sep 2021 0 repositories listed
• MapRE: An Effective Semantic Mapping Approach for Low-resource Relation Extraction
  9 Sep 2021 0 repositories listed
• Adaptive Few-Shot Learning PoC Ultrasound COVID-19 Diagnostic System
  8 Sep 2021 0 repositories listed
• Few-shot Learning in Emotion Recognition of Spontaneous Speech Using a Siamese Neural Network with Adaptive Sample Pair Formation
  7 Sep 2021 0 repositories listed
• Few-shot Learning via Dependency Maximization and Instance Discriminant Analysis
  7 Sep 2021 0 repositories listed
• Information Symmetry Matters: A Modal-Alternating Propagation Network for Few-Shot Learning
  3 Sep 2021 0 repositories listed
• Self-Taught Cross-Domain Few-Shot Learning with Weakly Supervised Object Localization and Task-Decomposition
  3 Sep 2021 0 repositories listed
• CAM-loss: Towards Learning Spatially Discriminative Feature Representations
  3 Sep 2021 0 repositories listed
• ConQX: Semantic Expansion of Spoken Queries for Intent Detection based on Conditioned Text Generation
  2 Sep 2021 0 repositories listed
• Probabilistic Ensembles of Zero- and Few-Shot Learning Models for Emotion Classification
  1 Sep 2021 0 repositories listed
• MCML: A Novel Memory-based Contrastive Meta-Learning Method for Few Shot Slot Tagging
  26 Aug 2021 0 repositories listed
• Deep few-shot learning for bi-temporal building change detection
  25 Aug 2021 0 repositories listed
• Learning Class-level Prototypes for Few-shot Learning
  25 Aug 2021 0 repositories listed
• FEDI: Few-shot learning based on Earth Mover's Distance algorithm combined with deep residual network to identify diabetic retinopathy
  22 Aug 2021 0 repositories listed
• Few Shot Activity Recognition Using Variational Inference
  20 Aug 2021 0 repositories listed
• Few-Shot Batch Incremental Road Object Detection via Detector Fusion
  18 Aug 2021 0 repositories listed
• The Role of Global Labels in Few-Shot Classification and How to Infer Them
  9 Aug 2021 0 repositories listed
• Impact of Aliasing on Generalization in Deep Convolutional Networks
  7 Aug 2021 0 repositories listed
• Few-shot Unsupervised Domain Adaptation with Image-to-class Sparse Similarity Encoding
  6 Aug 2021 0 repositories listed
• Meta Learning and Its Applications to Natural Language Processing
  1 Aug 2021 0 repositories listed
• Semi-supervised Meta-learning for Cross-domain Few-shot Intent Classification
  1 Aug 2021 0 repositories listed
• UoB_UK at SemEval 2021 Task 2: Zero-Shot and Few-Shot Learning for Multi-lingual and Cross-lingual Word Sense Disambiguation.
  1 Aug 2021 0 repositories listed
• Bayesian Embeddings for Few-Shot Open World Recognition
  29 Jul 2021 0 repositories listed
• Automated Human Cell Classification in Sparse Datasets using Few-Shot Learning
  27 Jul 2021 0 repositories listed
• A Transductive Maximum Margin Classifier for Few-Shot Learning
  26 Jul 2021 0 repositories listed
• Will Multi-modal Data Improves Few-shot Learning?
  25 Jul 2021 0 repositories listed
• External-Memory Networks for Low-Shot Learning of Targets in Forward-Looking-Sonar Imagery
  22 Jul 2021 0 repositories listed
• Multi-Level Contrastive Learning for Few-Shot Problems
  15 Jul 2021 0 repositories listed
• Next-item Recommendations in Short Sessions
  15 Jul 2021 0 repositories listed
• Wordcraft: a Human-AI Collaborative Editor for Story Writing
  15 Jul 2021 0 repositories listed
• Few-shot Learning with Global Relatedness Decoupled-Distillation
  12 Jul 2021 0 repositories listed
• Learn from Anywhere: Rethinking Generalized Zero-Shot Learning with Limited Supervision
  11 Jul 2021 0 repositories listed
• Finding Significant Features for Few-Shot Learning using Dimensionality Reduction
  6 Jul 2021 0 repositories listed
• Few-shot Learning for Unsupervised Feature Selection
  2 Jul 2021 0 repositories listed
• Dizygotic Conditional Variational AutoEncoder for Multi-Modal and Partial Modality Absent Few-Shot Learning
  28 Jun 2021 0 repositories listed
• High-dimensional separability for one- and few-shot learning
  28 Jun 2021 0 repositories listed
• What's in a Measurement? Using GPT-3 on SemEval 2021 Task 8 -- MeasEval
  28 Jun 2021 0 repositories listed
• Generalized Zero-Shot Learning using Multimodal Variational Auto-Encoder with Semantic Concepts
  26 Jun 2021 0 repositories listed
• Circumpapillary OCT-Focused Hybrid Learning for Glaucoma Grading Using Tailored Prototypical Neural Networks
  25 Jun 2021 0 repositories listed
• Multimodal Few-Shot Learning with Frozen Language Models
  25 Jun 2021 0 repositories listed
• Trainable Class Prototypes for Few-Shot Learning
  21 Jun 2021 0 repositories listed
• Task Attended Meta-Learning for Few-Shot Learning
  20 Jun 2021 0 repositories listed
• Labeled From Unlabeled: Exploiting Unlabeled Data for Few-Shot Deep HDR Deghosting
  19 Jun 2021 0 repositories listed
• Learning Graphs for Knowledge Transfer With Limited Labels
  19 Jun 2021 0 repositories listed
• Mutual CRF-GNN for Few-Shot Learning
  19 Jun 2021 0 repositories listed
• ECKPN: Explicit Class Knowledge Propagation Network for Transductive Few-shot Learning
  16 Jun 2021 0 repositories listed
• SPeCiaL: Self-Supervised Pretraining for Continual Learning
  16 Jun 2021 0 repositories listed
• Interpretable Self-supervised Multi-task Learning for COVID-19 Information Retrieval and Extraction
  15 Jun 2021 0 repositories listed
• Few-shot learning of new sound classes for target sound extraction
  14 Jun 2021 0 repositories listed
• NDPNet: A novel non-linear data projection network for few-shot fine-grained image classification
  13 Jun 2021 0 repositories listed
• Learning Compositional Shape Priors for Few-Shot 3D Reconstruction
  11 Jun 2021 0 repositories listed
• Reinforced Few-Shot Acquisition Function Learning for Bayesian Optimization
  8 Jun 2021 0 repositories listed
• Meta-learning with implicit gradients in a few-shot setting for medical image segmentation
  6 Jun 2021 0 repositories listed
• Few-Shot Partial-Label Learning
  2 Jun 2021 0 repositories listed
• One Representation to Rule Them All: Identifying Out-of-Support Examples in Few-shot Learning with Generic Representations
  2 Jun 2021 0 repositories listed
• Personalizing Pre-trained Models
  2 Jun 2021 0 repositories listed
• Learning to Learn Semantic Factors in Heterogeneous Image Classification
  1 Jun 2021 0 repositories listed
• Méta-apprentissage : classification de messages en catégories émotionnelles inconnues en entraînement (Meta-learning : Classifying Messages into Unseen Emotional Categories)
  1 Jun 2021 0 repositories listed
• Multi-Label Few-Shot Learning for Aspect Category Detection
  29 May 2021 0 repositories listed
• Bridging the Gap Between Practice and PAC-Bayes Theory in Few-Shot Meta-Learning
  28 May 2021 0 repositories listed
• Few-Shot Learning with Part Discovery and Augmentation from Unlabeled Images
  25 May 2021 0 repositories listed
• Improving Few-shot Learning with Weakly-supervised Object Localization
  25 May 2021 0 repositories listed
• Learning to Bridge Metric Spaces: Few-shot Joint Learning of Intent Detection and Slot Filling
  25 May 2021 0 repositories listed