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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 26 of 30: papers 2,501 to 2,600 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.

• Semi-Supervised Few-Shot Classification with Deep Invertible Hybrid Models
  22 May 2021 0 repositories listed
• Aligning Visual Prototypes with BERT Embeddings for Few-Shot Learning
  21 May 2021 0 repositories listed
• Compositional Fine-Grained Low-Shot Learning
  21 May 2021 0 repositories listed
• Adaptive Knowledge-Enhanced Bayesian Meta-Learning for Few-shot Event Detection
  20 May 2021 0 repositories listed
• HetMAML: Task-Heterogeneous Model-Agnostic Meta-Learning for Few-Shot Learning Across Modalities
  17 May 2021 0 repositories listed
• Livewired Neural Networks: Making Neurons That Fire Together Wire Together
  17 May 2021 0 repositories listed
• Semi-supervised Contrastive Learning with Similarity Co-calibration
  16 May 2021 0 repositories listed
• Ensemble Making Few-Shot Learning Stronger
  12 May 2021 0 repositories listed
• Distribution Matching for Heterogeneous Multi-Task Learning: a Large-scale Face Study
  8 May 2021 0 repositories listed
• PEMNET: A Transfer Learning-based Modeling Approach of High-Temperature Polymer Electrolyte Membrane Electrochemical Systems
  7 May 2021 0 repositories listed
• How Fine-Tuning Allows for Effective Meta-Learning
  5 May 2021 0 repositories listed
• Local descriptor-based multi-prototype network for few-shot Learning
  5 May 2021 0 repositories listed
• Few-shot Partial Multi-view Learning
  5 May 2021 0 repositories listed
• One Model to Rule them All: Towards Zero-Shot Learning for Databases
  3 May 2021 0 repositories listed
• A Deep Learning Framework for Lifelong Machine Learning
  1 May 2021 0 repositories listed
• Rich Semantics Improve Few-shot Learning
  26 Apr 2021 0 repositories listed
• Demystification of Few-shot and One-shot Learning
  25 Apr 2021 0 repositories listed
• Few-shot Continual Learning: a Brain-inspired Approach
  19 Apr 2021 0 repositories listed
• Few-shot Learning for Topic Modeling
  19 Apr 2021 0 repositories listed
• Self-Supervised WiFi-Based Activity Recognition
  19 Apr 2021 0 repositories listed
• Multilingual and Cross-Lingual Intent Detection from Spoken Data
  17 Apr 2021 0 repositories listed
• Revisiting Few-shot Relation Classification: Evaluation Data and Classification Schemes
  17 Apr 2021 0 repositories listed
• Pareto Self-Supervised Training for Few-Shot Learning
  16 Apr 2021 0 repositories listed
• Embedding Adaptation is Still Needed for Few-Shot Learning
  15 Apr 2021 0 repositories listed
• Contextual HyperNetworks for Novel Feature Adaptation
  12 Apr 2021 0 repositories listed
• Few-shot Intent Classification and Slot Filling with Retrieved Examples
  12 Apr 2021 0 repositories listed
• Reinforced Attention for Few-Shot Learning and Beyond
  9 Apr 2021 0 repositories listed
• Few-Shot Action Recognition with Compromised Metric via Optimal Transport
  8 Apr 2021 0 repositories listed
• Efficient Personalized Speech Enhancement through Self-Supervised Learning
  5 Apr 2021 0 repositories listed
• Federated Few-Shot Learning with Adversarial Learning
  1 Apr 2021 0 repositories listed
• Story Centaur: Large Language Model Few Shot Learning as a Creative Writing Tool
  1 Apr 2021 0 repositories listed
• Head2HeadFS: Video-based Head Reenactment with Few-shot Learning
  30 Mar 2021 0 repositories listed
• Explaining Representation by Mutual Information
  28 Mar 2021 0 repositories listed
• IUP: An Intelligent Utility Prediction Scheme for Solid-State Fermentation in 5G IoT
  28 Mar 2021 0 repositories listed
• When Few-Shot Learning Meets Video Object Detection
  26 Mar 2021 0 repositories listed
• Spirit Distillation: Precise Real-time Semantic Segmentation of Road Scenes with Insufficient Data
  25 Mar 2021 0 repositories listed
• Multi-level Metric Learning for Few-shot Image Recognition
  21 Mar 2021 0 repositories listed
• Real-Time Visual Object Tracking via Few-Shot Learning
  18 Mar 2021 0 repositories listed
• A New Method for Features Normalization in Motor Imagery Few-Shot Learning using Resting-State
  17 Mar 2021 0 repositories listed
• Towards Few-Shot Fact-Checking via Perplexity
  17 Mar 2021 0 repositories listed
• DMN4: Few-shot Learning via Discriminative Mutual Nearest Neighbor Neural Network
  15 Mar 2021 0 repositories listed
• Distance Metric-Based Learning with Interpolated Latent Features for Location Classification in Endoscopy Image and Video
  15 Mar 2021 0 repositories listed
• A Few-Shot Learning Approach for Accelerated MRI via Fusion of Data-Driven and Subject-Driven Priors
  13 Mar 2021 0 repositories listed
• Few-Shot Learning of an Interleaved Text Summarization Model by Pretraining with Synthetic Data
  8 Mar 2021 0 repositories listed
• Few-shot Learning for Slot Tagging with Attentive Relational Network
  3 Mar 2021 0 repositories listed
• A Minimalist Dataset for Systematic Generalization of Perception, Syntax, and Semantics
  2 Mar 2021 0 repositories listed
• Meta-learning One-class Classifiers with Eigenvalue Solvers for Supervised Anomaly Detection
  1 Mar 2021 0 repositories listed
• Domain Adaptation for Learning Generator from Paired Few-Shot Data
  25 Feb 2021 0 repositories listed
• Enabling the Network to Surf the Internet
  24 Feb 2021 0 repositories listed
• Few Shot Learning for Information Verification
  22 Feb 2021 0 repositories listed
• Semi Supervised Learning For Few-shot Audio Classification By Episodic Triplet Mining
  16 Feb 2021 0 repositories listed
• One-shot learning for the long term: consolidation with an artificial hippocampal algorithm
  15 Feb 2021 0 repositories listed
• Large-Scale Meta-Learning with Continual Trajectory Shifting
  14 Feb 2021 0 repositories listed
• Model-Agnostic Graph Regularization for Few-Shot Learning
  14 Feb 2021 0 repositories listed
• Multi-Objective Meta Learning
  14 Feb 2021 0 repositories listed
• Partial Is Better Than All: Revisiting Fine-tuning Strategy for Few-shot Learning
  8 Feb 2021 0 repositories listed
• Few-shot time series segmentation using prototype-defined infinite hidden Markov models
  7 Feb 2021 0 repositories listed
• Hyperspherical embedding for novel class classification
  5 Feb 2021 0 repositories listed
• Feature Representation in Deep Metric Embeddings
  5 Feb 2021 0 repositories listed
• Few-shot Image Classification with Multi-Facet Prototypes
  1 Feb 2021 0 repositories listed
• Few-shot Learning for CT Scan based COVID-19 Diagnosis
  1 Feb 2021 0 repositories listed
• Few-Shot Learning for Road Object Detection
  29 Jan 2021 0 repositories listed
• Combat Data Shift in Few-shot Learning with Knowledge Graph
  27 Jan 2021 0 repositories listed
• Supervised Momentum Contrastive Learning for Few-Shot Classification
  26 Jan 2021 0 repositories listed
• TLRM: Task-level Relation Module for GNN-based Few-Shot Learning
  25 Jan 2021 0 repositories listed
• Contrastive Prototype Learning with Augmented Embeddings for Few-Shot Learning
  23 Jan 2021 0 repositories listed
• Learn from Concepts: Towards the Purified Memory for Few-shot Learning
  23 Jan 2021 0 repositories listed
• Stress Testing of Meta-learning Approaches for Few-shot Learning
  21 Jan 2021 0 repositories listed
• Cross-domain few-shot learning with unlabelled data
  19 Jan 2021 0 repositories listed
• Few-Shot Bayesian Optimization with Deep Kernel Surrogates
  19 Jan 2021 0 repositories listed
• Machine learning with limited data
  18 Jan 2021 0 repositories listed
• Learning to Focus: Cascaded Feature Matching Network for Few-shot Image Recognition
  13 Jan 2021 0 repositories listed
• Lesion2Vec: Deep Metric Learning for Few-Shot Multiple Lesions Recognition in Wireless Capsule Endoscopy Video
  11 Jan 2021 0 repositories listed
• Local Propagation for Few-Shot Learning
  5 Jan 2021 0 repositories listed
• A Lazy Approach to Long-Horizon Gradient-Based Meta-Learning
  1 Jan 2021 0 repositories listed
• A Theory of Self-Supervised Framework for Few-Shot Learning
  1 Jan 2021 0 repositories listed
• Attacking Few-Shot Classifiers with Adversarial Support Sets
  1 Jan 2021 0 repositories listed
• Auto-view contrastive learning for few-shot image recognition
  1 Jan 2021 0 repositories listed
• Class Imbalance in Few-Shot Learning
  1 Jan 2021 0 repositories listed
• Context-Agnostic Learning Using Synthetic Data
  1 Jan 2021 0 repositories listed
• cross-modal knowledge enhancement mechanism for few-shot learning
  1 Jan 2021 0 repositories listed
• Curvature Generation in Curved Spaces for Few-Shot Learning
  1 Jan 2021 0 repositories listed
• Cut out the annotator, keep the cutout: better segmentation with weak supervision
  1 Jan 2021 0 repositories listed
• Exploring representation learning for flexible few-shot tasks
  1 Jan 2021 0 repositories listed
• Few-Round Learning for Federated Learning
  1 Jan 2021 0 repositories listed
• Fewmatch: Dynamic Prototype Refinement for Semi-Supervised Few-Shot Learning
  1 Jan 2021 0 repositories listed
• Improve Novel Class Generalization By Adaptive Feature Distribution for Few-Shot Learning
  1 Jan 2021 0 repositories listed
• Incremental few-shot learning via vector quantization in deep embedded space
  1 Jan 2021 0 repositories listed
• Kernel Methods in Hyperbolic Spaces
  1 Jan 2021 0 repositories listed
• Learning Semantic Similarities for Prototypical Classifiers
  1 Jan 2021 0 repositories listed
• Learning To Hallucinate Examples From Extrinsic and Intrinsic Supervision
  1 Jan 2021 0 repositories listed
• Learning to Learn with Smooth Regularization
  1 Jan 2021 0 repositories listed
• MASP: Model-Agnostic Sample Propagation for Few-shot learning
  1 Jan 2021 0 repositories listed
• MELR: Meta-Learning via Modeling Episode-Level Relationships for Few-Shot Learning
  1 Jan 2021 0 repositories listed
• Meta-Attack: Class-Agnostic and Model-Agnostic Physical Adversarial Attack
  1 Jan 2021 0 repositories listed
• Meta-Learned Confidence for Transductive Few-shot Learning
  1 Jan 2021 0 repositories listed
• MetaNorm: Learning to Normalize Few-Shot Batches Across Domains
  1 Jan 2021 0 repositories listed
• Misclassification Detection via Class Augmentation
  1 Jan 2021 0 repositories listed
• Multi-Representation Ensemble in Few-Shot Learning
  1 Jan 2021 0 repositories listed
• On the Role of Pre-training for Meta Few-Shot Learning
  1 Jan 2021 0 repositories listed