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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 29 of 30: papers 2,801 to 2,900 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.

• Facial Landmark Correlation Analysis
  24 Nov 2019 0 repositories listed
• Invenio: Discovering Hidden Relationships Between Tasks/Domains Using Structured Meta Learning
  24 Nov 2019 0 repositories listed
• Differentiable Meta-learning Model for Few-shot Semantic Segmentation
  23 Nov 2019 0 repositories listed
• Meta Adaptation using Importance Weighted Demonstrations
  23 Nov 2019 0 repositories listed
• A Conceptual Framework for Lifelong Learning
  21 Nov 2019 0 repositories listed
• Learning to Control Latent Representations for Few-Shot Learning of Named Entities
  19 Nov 2019 0 repositories listed
• Learning from the Past: Continual Meta-Learning via Bayesian Graph Modeling
  12 Nov 2019 0 repositories listed
• On-Device Machine Learning: An Algorithms and Learning Theory Perspective
  2 Nov 2019 0 repositories listed
• Metric Learning with Background Noise Class for Few-shot Detection of Rare Sound Events
  30 Oct 2019 0 repositories listed
• AMP0: Species-Specific Prediction of Anti-microbial Peptides using Zero and Few Shot Learning
  28 Oct 2019 0 repositories listed
• Texture Bias Of CNNs Limits Few-Shot Classification Performance
  18 Oct 2019 0 repositories listed
• Face Behavior a la carte: Expressions, Affect and Action Units in a Single Network
  15 Oct 2019 0 repositories listed
• On-chip Few-shot Learning with Surrogate Gradient Descent on a Neuromorphic Processor
  11 Oct 2019 0 repositories listed
• Semi Few-Shot Attribute Translation
  8 Oct 2019 0 repositories listed
• Transductive Episodic-Wise Adaptive Metric for Few-Shot Learning
  5 Oct 2019 0 repositories listed
• Few-Shot Abstract Visual Reasoning With Spectral Features
  4 Oct 2019 0 repositories listed
• Data-Efficient Goal-Oriented Conversation with Dialogue Knowledge Transfer Networks
  3 Oct 2019 0 repositories listed
• Bad Form: Comparing Context-Based and Form-Based Few-Shot Learning in Distributional Semantic Models
  1 Oct 2019 0 repositories listed
• Meta-Learning to Detect Rare Objects
  1 Oct 2019 0 repositories listed
• Revisiting Fine-tuning for Few-shot Learning
  1 Oct 2019 0 repositories listed
• SILCO: Show a Few Images, Localize the Common Object
  1 Oct 2019 0 repositories listed
• Variational Few-Shot Learning
  1 Oct 2019 0 repositories listed
• Meta R-CNN : Towards General Solver for Instance-level Few-shot Learning
  28 Sep 2019 0 repositories listed
• BEAN: Interpretable Representation Learning with Biologically-Enhanced Artificial Neuronal Assembly Regularization
  27 Sep 2019 0 repositories listed
• A Theoretical Analysis of the Number of Shots in Few-Shot Learning
  25 Sep 2019 0 repositories listed
• Are Few-shot Learning Benchmarks Too Simple ?
  25 Sep 2019 0 repositories listed
• Fast Task Adaptation for Few-Shot Learning
  25 Sep 2019 0 repositories listed
• Few-shot Learning by Focusing on Differences
  25 Sep 2019 0 repositories listed
• Few-Shot Regression via Learning Sparsifying Basis Functions
  25 Sep 2019 0 repositories listed
• Meta-Learning by Hallucinating Useful Examples
  25 Sep 2019 0 repositories listed
• Meta-Learning with Network Pruning for Overfitting Reduction
  25 Sep 2019 0 repositories listed
• Semi-Supervised Few-Shot Learning with a Controlled Degree of Task-Adaptive Conditioning
  25 Sep 2019 0 repositories listed
• Stochastic Prototype Embeddings
  25 Sep 2019 0 repositories listed
• Unsupervised Few Shot Learning via Self-supervised Training
  25 Sep 2019 0 repositories listed
• Teaching Pretrained Models with Commonsense Reasoning: A Preliminary KB-Based Approach
  20 Sep 2019 0 repositories listed
• ProtoGAN: Towards Few Shot Learning for Action Recognition
  17 Sep 2019 0 repositories listed
• Metric-Based Few-Shot Learning for Video Action Recognition
  14 Sep 2019 0 repositories listed
• Differentially Private Meta-Learning
  12 Sep 2019 0 repositories listed
• Domain-Agnostic Few-Shot Classification by Learning Disparate Modulators
  11 Sep 2019 0 repositories listed
• Efficient Automatic Meta Optimization Search for Few-Shot Learning
  6 Sep 2019 0 repositories listed
• Few-shot Learning with Deep Triplet Networks for Brain Imaging Modality Recognition
  27 Aug 2019 0 repositories listed
• When Low Resource NLP Meets Unsupervised Language Model: Meta-pretraining Then Meta-learning for Few-shot Text Classification
  22 Aug 2019 0 repositories listed
• Memory-Based Neighbourhood Embedding for Visual Recognition
  14 Aug 2019 0 repositories listed
• Meta Reasoning over Knowledge Graphs
  13 Aug 2019 0 repositories listed
• Low-Rank Pairwise Alignment Bilinear Network For Few-Shot Fine-Grained Image Classification
  4 Aug 2019 0 repositories listed
• Give It a Shot: Few-shot Learning to Normalize ADR Mentions in Social Media Posts
  1 Aug 2019 0 repositories listed
• An Empirical Study of Batch Normalization and Group Normalization in Conditional Computation
  31 Jul 2019 0 repositories listed
• Few-Shot Meta-Denoising
  31 Jul 2019 0 repositories listed
• Few-shot Learning for Domain-specific Fine-grained Image Classification
  23 Jul 2019 0 repositories listed
• Automatic detection of rare pathologies in fundus photographs using few-shot learning
  22 Jul 2019 0 repositories listed
• Relational Generalized Few-Shot Learning
  22 Jul 2019 0 repositories listed
• Unsupervised Task Design to Meta-Train Medical Image Classifiers
  17 Jul 2019 0 repositories listed
• Revisiting Metric Learning for Few-Shot Image Classification
  6 Jul 2019 0 repositories listed
• Attention-Based Multi-Context Guiding for Few-Shot Semantic Segmentation
  1 Jul 2019 0 repositories listed
• Few-Shot Video Classification via Temporal Alignment
  27 Jun 2019 0 repositories listed
• Few-Shot Sequence Labeling with Label Dependency Transfer and Pair-wise Embedding
  20 Jun 2019 0 repositories listed
• Boosting Supervision with Self-Supervision for Few-shot Learning
  17 Jun 2019 0 repositories listed
• Interpretable Few-Shot Learning via Linear Distillation
  13 Jun 2019 0 repositories listed
• Learning Predicates as Functions to Enable Few-shot Scene Graph Prediction
  12 Jun 2019 0 repositories listed
• Weakly-supervised Compositional FeatureAggregation for Few-shot Recognition
  11 Jun 2019 0 repositories listed
• Few-Shot Learning with Per-Sample Rich Supervision
  10 Jun 2019 0 repositories listed
• Progressive Cluster Purification for Transductive Few-shot Learning
  10 Jun 2019 0 repositories listed
• Evolving Losses for Unlabeled Video Representation Learning
  7 Jun 2019 0 repositories listed
• Baby steps towards few-shot learning with multiple semantics
  5 Jun 2019 0 repositories listed
• Discriminative Few-Shot Learning Based on Directional Statistics
  5 Jun 2019 0 repositories listed
• Active Object Manipulation Facilitates Visual Object Learning: An Egocentric Vision Study
  4 Jun 2019 0 repositories listed
• Incremental Few-Shot Learning for Pedestrian Attribute Recognition
  2 Jun 2019 0 repositories listed
• Second-order contexts from lexical substitutes for few-shot learning of word representations
  1 Jun 2019 0 repositories listed
• Spot and Learn: A Maximum-Entropy Patch Sampler for Few-Shot Image Classification
  1 Jun 2019 0 repositories listed
• Task Agnostic Meta-Learning for Few-Shot Learning
  1 Jun 2019 0 repositories listed
• Adaptive Deep Kernel Learning
  28 May 2019 0 repositories listed
• Constellation Loss: Improving the efficiency of deep metric learning loss functions for optimal embedding
  25 May 2019 0 repositories listed
• Alpha MAML: Adaptive Model-Agnostic Meta-Learning
  17 May 2019 0 repositories listed
• Prototypical Bregman Networks
  16 May 2019 0 repositories listed
• Few-Shot Learning with Embedded Class Models and Shot-Free Meta Training
  10 May 2019 0 repositories listed
• Few-shot Classification on Graphs with Structural Regularized GCNs
  1 May 2019 0 repositories listed
• Graph Transformer
  1 May 2019 0 repositories listed
• Learning to Learn with Conditional Class Dependencies
  1 May 2019 0 repositories listed
• MahiNet: A Neural Network for Many-Class Few-Shot Learning with Class Hierarchy
  1 May 2019 0 repositories listed
• Meta-Learning with Domain Adaptation for Few-Shot Learning under Domain Shift
  1 May 2019 0 repositories listed
• Projective Subspace Networks For Few-Shot Learning
  1 May 2019 0 repositories listed
• Curvature: A signature for Action Recognition in Video Sequences
  30 Apr 2019 0 repositories listed
• Learning Meta Model for Zero- and Few-shot Face Anti-spoofing
  29 Apr 2019 0 repositories listed
• Hierarchical Meta Learning
  19 Apr 2019 0 repositories listed
• Few Shot Speaker Recognition using Deep Neural Networks
  17 Apr 2019 0 repositories listed
• Synthetic Examples Improve Generalization for Rare Classes
  11 Apr 2019 0 repositories listed
• L2AE-D: Learning to Aggregate Embeddings for Few-shot Learning with Meta-level Dropout
  8 Apr 2019 0 repositories listed
• Semi-Supervised Few-Shot Learning for Dual Question-Answer Extraction
  8 Apr 2019 0 repositories listed
• Few-Shot Learning via Saliency-guided Hallucination of Samples
  6 Apr 2019 0 repositories listed
• A Hybrid Approach with Optimization and Metric-based Meta-Learner for Few-Shot Learning
  4 Apr 2019 0 repositories listed
• f-VAEGAN-D2: A Feature Generating Framework for Any-Shot Learning
  25 Mar 2019 0 repositories listed
• Few-Shot Learning-Based Human Activity Recognition
  25 Mar 2019 0 repositories listed
• Few-Shot Regression via Learned Basis Functions
  25 Mar 2019 0 repositories listed
• Learning from Adversarial Features for Few-Shot Classification
  25 Mar 2019 0 repositories listed
• Cross-Linked Variational Autoencoders for Generalized Zero-Shot Learning
  24 Mar 2019 0 repositories listed
• Learning To Avoid Negative Transfer in Few Shot Transfer Learning
  24 Mar 2019 0 repositories listed
• Multi-Class Few Shot Learning Task and Controllable Environment
  24 Mar 2019 0 repositories listed
• Dense Classification and Implanting for Few-Shot Learning
  12 Mar 2019 0 repositories listed
• Interpreting and Understanding Graph Convolutional Neural Network using Gradient-based Attribution Method
  9 Mar 2019 0 repositories listed
• Reproducibility and Stability Analysis in Metric-Based Few-Shot Learning
  6 Mar 2019 0 repositories listed